Overview

Dataset statistics

Number of variables	96
Number of observations	73125
Missing cells	5801798
Missing cells (%)	82.6%
Duplicate rows	983
Duplicate rows (%)	1.3%
Total size in memory	53.6 MiB
Average record size in memory	768.0 B

Variable types

Categorical	14
Text	1
DateTime	1
Numeric	64
Unsupported	16

Alerts

`latitude` has constant value "-26.2041"	Constant
`city` has constant value "Johannesburg"	Constant
Dataset has 983 (1.3%) duplicate rows	Duplicates
`longitude` is highly imbalanced (58.8%)	Imbalance
`sex` is highly imbalanced (51.0%)	Imbalance
`race` is highly imbalanced (64.3%)	Imbalance
`hiv_positive` is highly imbalanced (71.9%)	Imbalance
`on_art` is highly imbalanced (56.2%)	Imbalance
`heat_wave_day` is highly imbalanced (83.9%)	Imbalance
`heat_stress_category` is highly imbalanced (52.1%)	Imbalance
`visit_date` has 23540 (32.2%) missing values	Missing
`year` has 72237 (98.8%) missing values	Missing
`month` has 72237 (98.8%) missing values	Missing
`season` has 72237 (98.8%) missing values	Missing
`age_years` has 23025 (31.5%) missing values	Missing
`sex` has 18421 (25.2%) missing values	Missing
`race` has 47197 (64.5%) missing values	Missing
`hiv_status` has 2235 (3.1%) missing values	Missing
`hiv_positive` has 17257 (23.6%) missing values	Missing
`on_art` has 20091 (27.5%) missing values	Missing
`virally_suppressed` has 73125 (100.0%) missing values	Missing
`cd4_count` has 54285 (74.2%) missing values	Missing
`viral_load` has 47507 (65.0%) missing values	Missing
`viral_load_undetectable` has 46114 (63.1%) missing values	Missing
`log10_viral_load` has 54490 (74.5%) missing values	Missing
`viral_load_wrhi003_category` has 73125 (100.0%) missing values	Missing
`hemoglobin` has 53329 (72.9%) missing values	Missing
`hematocrit` has 55611 (76.0%) missing values	Missing
`rbc_count` has 73125 (100.0%) missing values	Missing
`wbc_count` has 73125 (100.0%) missing values	Missing
`platelet_count` has 73125 (100.0%) missing values	Missing
`mcv` has 63684 (87.1%) missing values	Missing
`mch` has 64086 (87.6%) missing values	Missing
`mchc` has 64086 (87.6%) missing values	Missing
`rdw` has 64088 (87.6%) missing values	Missing
`neutrophils_pct` has 73125 (100.0%) missing values	Missing
`lymphocytes_pct` has 73125 (100.0%) missing values	Missing
`monocytes_pct` has 73125 (100.0%) missing values	Missing
`eosinophils_pct` has 73125 (100.0%) missing values	Missing
`basophils_pct` has 73125 (100.0%) missing values	Missing
`fasting_glucose` has 65898 (90.1%) missing values	Missing
`log10_fasting_glucose` has 73125 (100.0%) missing values	Missing
`total_cholesterol` has 65615 (89.7%) missing values	Missing
`hdl_cholesterol` has 65617 (89.7%) missing values	Missing
`ldl_cholesterol` has 65641 (89.8%) missing values	Missing
`triglycerides` has 66534 (91.0%) missing values	Missing
`creatinine` has 65195 (89.2%) missing values	Missing
`creatinine_clearance` has 70598 (96.5%) missing values	Missing
`bun` has 73125 (100.0%) missing values	Missing
`alt` has 62768 (85.8%) missing values	Missing
`ast` has 62769 (85.8%) missing values	Missing
`alp` has 73125 (100.0%) missing values	Missing
`total_bilirubin` has 64078 (87.6%) missing values	Missing
`albumin` has 64067 (87.6%) missing values	Missing
`total_protein` has 73125 (100.0%) missing values	Missing
`sodium` has 64432 (88.1%) missing values	Missing
`potassium` has 65017 (88.9%) missing values	Missing
`calcium` has 73125 (100.0%) missing values	Missing
`systolic_bp` has 34005 (46.5%) missing values	Missing
`diastolic_bp` has 34004 (46.5%) missing values	Missing
`heart_rate` has 34517 (47.2%) missing values	Missing
`temperature` has 73125 (100.0%) missing values	Missing
`respiratory_rate` has 48313 (66.1%) missing values	Missing
`oxygen_saturation` has 57067 (78.0%) missing values	Missing
`height_m` has 72586 (99.3%) missing values	Missing
`weight_kg` has 53787 (73.6%) missing values	Missing
`bmi` has 64455 (88.1%) missing values	Missing
`waist_circumference` has 71558 (97.9%) missing values	Missing
`temp_mean_c` has 72237 (98.8%) missing values	Missing
`temp_max_c` has 72237 (98.8%) missing values	Missing
`temp_min_c` has 72237 (98.8%) missing values	Missing
`temp_range_c` has 72237 (98.8%) missing values	Missing
`temp_lag1d` has 72237 (98.8%) missing values	Missing
`temp_lag3d` has 72237 (98.8%) missing values	Missing
`temp_lag7d` has 72237 (98.8%) missing values	Missing
`temp_lag14d` has 72237 (98.8%) missing values	Missing
`temp_lag21d` has 72237 (98.8%) missing values	Missing
`temp_lag30d` has 72237 (98.8%) missing values	Missing
`temp_variability_7d` has 72237 (98.8%) missing values	Missing
`temp_variability_30d` has 72237 (98.8%) missing values	Missing
`apparent_temp` has 72237 (98.8%) missing values	Missing
`temp_anomaly` has 72237 (98.8%) missing values	Missing
`heat_wave_day` has 72237 (98.8%) missing values	Missing
`heat_stress_category` has 72237 (98.8%) missing values	Missing
`fasting_insulin` has 71412 (97.7%) missing values	Missing
`hba1c` has 72140 (98.7%) missing values	Missing
`hs_crp` has 72170 (98.7%) missing values	Missing
`who_glycemic_status` has 72144 (98.7%) missing values	Missing
`hip_circumference` has 71558 (97.9%) missing values	Missing
`waist_hip_ratio` has 71558 (97.9%) missing values	Missing
`total_fat_mass` has 71397 (97.6%) missing values	Missing
`total_lean_mass` has 71397 (97.6%) missing values	Missing
`body_fat_percent` has 71397 (97.6%) missing values	Missing
`android_fat_percent` has 72171 (98.7%) missing values	Missing
`fat_mass_index` has 72173 (98.7%) missing values	Missing
`asmi` has 72173 (98.7%) missing values	Missing
`grip_strength` has 71603 (97.9%) missing values	Missing
`epworth_sleepiness_score` has 72126 (98.6%) missing values	Missing
`ses_score` has 71504 (97.8%) missing values	Missing
`asset_index` has 72113 (98.6%) missing values	Missing
`vitamin_d` has 72692 (99.4%) missing values	Missing
`waist_hip_ratio` is highly skewed (γ1 = 22.78221434)	Skewed
`virally_suppressed` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`viral_load_wrhi003_category` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`rbc_count` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`wbc_count` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`platelet_count` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`neutrophils_pct` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`lymphocytes_pct` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`monocytes_pct` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`eosinophils_pct` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`basophils_pct` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`log10_fasting_glucose` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`bun` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`alp` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`total_protein` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`calcium` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`temperature` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`viral_load` has 1291 (1.8%) zeros	Zeros
`log10_viral_load` has 1210 (1.7%) zeros	Zeros

Reproduction

Analysis started	2025-12-02 16:32:05.881557
Analysis finished	2025-12-02 16:32:07.203238
Duration	1.32 second
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

study_source
Categorical

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	571.4 KiB

JHB_WRHI_001	21015
JHB_VIDA_007	15581
JHB_Aurum_009	12575
JHB_Ezin_002	11059
JHB_ACTG_019	2594
Other values (12)	10301

Length

Max length	14
Median length	12
Mean length	12.244732
Min length	12

Characters and Unicode

Total characters	895396
Distinct characters	35
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	JHB_ACTG_015
2nd row	JHB_ACTG_015
3rd row	JHB_ACTG_015
4th row	JHB_ACTG_015
5th row	JHB_ACTG_015

Common Values

Value	Count	Frequency (%)
JHB_WRHI_001	21015	28.7%
JHB_VIDA_007	15581	21.3%
JHB_Aurum_009	12575	17.2%
JHB_Ezin_002	11059	15.1%
JHB_ACTG_019	2594	3.5%
JHB_ACTG_015	2364	3.2%
JHB_WRHI_003	2235	3.1%
JHB_SCHARP_006	1359	1.9%
JHB_DPHRU_053	1013	1.4%
JHB_DPHRU_013	784	1.1%
Other values (7)	2546	3.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
jhb_wrhi_001	21015	28.7%
jhb_vida_007	15581	21.3%
jhb_aurum_009	12575	17.2%
jhb_ezin_002	11059	15.1%
jhb_actg_019	2594	3.5%
jhb_actg_015	2364	3.2%
jhb_wrhi_003	2235	3.1%
jhb_scharp_006	1359	1.9%
jhb_dphru_053	1013	1.4%
jhb_dphru_013	784	1.1%
Other values (7)	2546	3.5%

Most occurring characters

Value	Count	Frequency (%)
_	146250	16.3%
0	137902	15.4%
H	99934	11.2%
J	73125	8.2%
B	73125	8.2%
I	39870	4.5%
A	36530	4.1%
1	27861	3.1%
R	26809	3.0%
u	25150	2.8%
Other values (25)	208840	23.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	446294	49.8%
Decimal Number	219375	24.5%
Connector Punctuation	146250	16.3%
Lowercase Letter	83477	9.3%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
H	99934	22.4%
J	73125	16.4%
B	73125	16.4%
I	39870	8.9%
A	36530	8.2%
R	26809	6.0%
W	23250	5.2%
D	17928	4.0%
V	16131	3.6%
E	11548	2.6%
Other values (8)	28044	6.3%

Decimal Number

Value	Count	Frequency (%)
0	137902	62.9%
1	27861	12.7%
7	15601	7.1%
9	15169	6.9%
2	11626	5.3%
3	4032	1.8%
5	3866	1.8%
6	2125	1.0%
8	790	0.4%
4	403	0.2%

Lowercase Letter

Value	Count	Frequency (%)
u	25150	30.1%
r	12575	15.1%
m	12575	15.1%
i	11059	13.2%
n	11059	13.2%
z	11059	13.2%

Connector Punctuation

Value	Count	Frequency (%)
_	146250	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	529771	59.2%
Common	365625	40.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
H	99934	18.9%
J	73125	13.8%
B	73125	13.8%
I	39870	7.5%
A	36530	6.9%
R	26809	5.1%
u	25150	4.7%
W	23250	4.4%
D	17928	3.4%
V	16131	3.0%
Other values (14)	97919	18.5%

Common

Value	Count	Frequency (%)
_	146250	40.0%
0	137902	37.7%
1	27861	7.6%
7	15601	4.3%
9	15169	4.1%
2	11626	3.2%
3	4032	1.1%
5	3866	1.1%
6	2125	0.6%
8	790	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	895396	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	146250	16.3%
0	137902	15.4%
H	99934	11.2%
J	73125	8.2%
B	73125	8.2%
I	39870	4.5%
A	36530	4.1%
1	27861	3.1%
R	26809	3.0%
u	25150	2.8%
Other values (25)	208840	23.3%

patient_id
Text

Distinct	12804
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Memory size	571.4 KiB

Length

Max length	22
Median length	5
Mean length	8.4818598
Min length	1

Characters and Unicode

Total characters	620236
Distinct characters	39
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4781 ?
Unique (%)	6.5%

Sample

1st row	1110060
2nd row	1110060
3rd row	1110060
4th row	1110060
5th row	1110060

Value	Count	Frequency (%)
wbs	784	1.1%
30027	80	0.1%
30152	48	0.1%
10294	44	0.1%
20372	39	0.1%
20462	38	0.1%
30052	38	0.1%
1110048	37	0.1%
1110039	36	< 0.1%
206	36	< 0.1%
Other values (12638)	72729	98.4%

Most occurring characters

Value	Count	Frequency (%)
0	113623	18.3%
1	93363	15.1%
-	73934	11.9%
9	41342	6.7%
2	39266	6.3%
5	32748	5.3%
7	30920	5.0%
3	28610	4.6%
4	22265	3.6%
6	19586	3.2%
Other values (29)	124579	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	437923	70.6%
Uppercase Letter	106707	17.2%
Dash Punctuation	73934	11.9%
Connector Punctuation	888	0.1%
Space Separator	784	0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	16074	15.1%
U	14703	13.8%
R	14698	13.8%
S	3952	3.7%
E	3929	3.7%
B	3601	3.4%
G	3153	3.0%
K	3132	2.9%
H	3124	2.9%
T	3116	2.9%
Other values (16)	37225	34.9%

Decimal Number

Value	Count	Frequency (%)
0	113623	25.9%
1	93363	21.3%
9	41342	9.4%
2	39266	9.0%
5	32748	7.5%
7	30920	7.1%
3	28610	6.5%
4	22265	5.1%
6	19586	4.5%
8	16200	3.7%

Dash Punctuation

Value	Count	Frequency (%)
-	73934	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	888	100.0%

Space Separator

Value	Count	Frequency (%)
	784	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	513529	82.8%
Latin	106707	17.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	16074	15.1%
U	14703	13.8%
R	14698	13.8%
S	3952	3.7%
E	3929	3.7%
B	3601	3.4%
G	3153	3.0%
K	3132	2.9%
H	3124	2.9%
T	3116	2.9%
Other values (16)	37225	34.9%

Common

Value	Count	Frequency (%)
0	113623	22.1%
1	93363	18.2%
-	73934	14.4%
9	41342	8.1%
2	39266	7.6%
5	32748	6.4%
7	30920	6.0%
3	28610	5.6%
4	22265	4.3%
6	19586	3.8%
Other values (3)	17872	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	620236	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	113623	18.3%
1	93363	15.1%
-	73934	11.9%
9	41342	6.7%
2	39266	6.3%
5	32748	5.3%
7	30920	5.0%
3	28610	4.6%
4	22265	3.6%
6	19586	3.2%
Other values (29)	124579	20.1%

visit_date
Date

Missing

Distinct	3373
Distinct (%)	6.8%
Missing	23540
Missing (%)	32.2%
Memory size	571.4 KiB

Minimum	2003-10-20 00:00:00
Maximum	2021-12-09 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

year
Real number (ℝ)

Missing

Distinct	8
Distinct (%)	0.9%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	2016.2646

Minimum	2003
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	2003
5-th percentile	2006
Q1	2011
median	2020
Q3	2020
95-th percentile	2021
Maximum	2021
Range	18
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.3887027
Coefficient of variation (CV)	0.0026726168
Kurtosis	-0.87532698
Mean	2016.2646
Median Absolute Deviation (MAD)	1
Skewness	-0.79511657
Sum	1790443
Variance	29.038117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2020	397	0.5%
2011	153	0.2%
2021	153	0.2%
2012	87	0.1%
2006	58	0.1%
2007	20	< 0.1%
2004	15	< 0.1%
2003	5	< 0.1%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
2003	5	< 0.1%
2004	15	< 0.1%
2006	58	0.1%
2007	20	< 0.1%
2011	153	0.2%
2012	87	0.1%
2020	397	0.5%
2021	153	0.2%

Value	Count	Frequency (%)
2021	153	0.2%
2020	397	0.5%
2012	87	0.1%
2011	153	0.2%
2007	20	< 0.1%
2006	58	0.1%
2004	15	< 0.1%
2003	5	< 0.1%

month
Real number (ℝ)

Missing

Distinct	12
Distinct (%)	1.4%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	5.7083333

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	5
Q3	7
95-th percentile	10
Maximum	12
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2682203
Coefficient of variation (CV)	0.39735246
Kurtosis	0.33389557
Mean	5.7083333
Median Absolute Deviation (MAD)	1
Skewness	0.52055179
Sum	5069
Variance	5.1448234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	253	0.3%
6	158	0.2%
4	127	0.2%
7	89	0.1%
8	49	0.1%
10	48	0.1%
3	38	0.1%
2	37	0.1%
11	31	< 0.1%
1	27	< 0.1%
Other values (2)	31	< 0.1%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
1	27	< 0.1%
2	37	0.1%
3	38	0.1%
4	127	0.2%
5	253	0.3%
6	158	0.2%
7	89	0.1%
8	49	0.1%
9	25	< 0.1%
10	48	0.1%

Value	Count	Frequency (%)
12	6	< 0.1%
11	31	< 0.1%
10	48	0.1%
9	25	< 0.1%
8	49	0.1%
7	89	0.1%
6	158	0.2%
5	253	0.3%
4	127	0.2%
3	38	0.1%

season
Categorical

Missing

Distinct	4
Distinct (%)	0.5%
Missing	72237
Missing (%)	98.8%
Memory size	571.4 KiB

Autumn	418
Winter	296
Spring	104
Summer	70

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	5328
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Spring
2nd row	Winter
3rd row	Summer
4th row	Summer
5th row	Summer

Common Values

Value	Count	Frequency (%)
Autumn	418	0.6%
Winter	296	0.4%
Spring	104	0.1%
Summer	70	0.1%
(Missing)	72237	98.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
autumn	418	47.1%
winter	296	33.3%
spring	104	11.7%
summer	70	7.9%

Most occurring characters

Value	Count	Frequency (%)
u	906	17.0%
n	818	15.4%
t	714	13.4%
m	558	10.5%
r	470	8.8%
A	418	7.8%
i	400	7.5%
e	366	6.9%
W	296	5.6%
S	174	3.3%
Other values (2)	208	3.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4440	83.3%
Uppercase Letter	888	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
u	906	20.4%
n	818	18.4%
t	714	16.1%
m	558	12.6%
r	470	10.6%
i	400	9.0%
e	366	8.2%
p	104	2.3%
g	104	2.3%

Uppercase Letter

Value	Count	Frequency (%)
A	418	47.1%
W	296	33.3%
S	174	19.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5328	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
u	906	17.0%
n	818	15.4%
t	714	13.4%
m	558	10.5%
r	470	8.8%
A	418	7.8%
i	400	7.5%
e	366	6.9%
W	296	5.6%
S	174	3.3%
Other values (2)	208	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5328	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
u	906	17.0%
n	818	15.4%
t	714	13.4%
m	558	10.5%
r	470	8.8%
A	418	7.8%
i	400	7.5%
e	366	6.9%
W	296	5.6%
S	174	3.3%
Other values (2)	208	3.9%

latitude
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	571.4 KiB

-26.2041	73125

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	585000
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-26.2041
2nd row	-26.2041
3rd row	-26.2041
4th row	-26.2041
5th row	-26.2041

Common Values

Value	Count	Frequency (%)
-26.2041	73125	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
26.2041	73125	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	146250	25.0%
-	73125	12.5%
6	73125	12.5%
.	73125	12.5%
0	73125	12.5%
4	73125	12.5%
1	73125	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	438750	75.0%
Dash Punctuation	73125	12.5%
Other Punctuation	73125	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	146250	33.3%
6	73125	16.7%
0	73125	16.7%
4	73125	16.7%
1	73125	16.7%

Dash Punctuation

Value	Count	Frequency (%)
-	73125	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	73125	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	585000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	146250	25.0%
-	73125	12.5%
6	73125	12.5%
.	73125	12.5%
0	73125	12.5%
4	73125	12.5%
1	73125	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	585000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	146250	25.0%
-	73125	12.5%
6	73125	12.5%
.	73125	12.5%
0	73125	12.5%
4	73125	12.5%
1	73125	12.5%

longitude
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	571.4 KiB

28.0473	67063
27.9394	6062

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	511875
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	27.9394
2nd row	27.9394
3rd row	27.9394
4th row	27.9394
5th row	27.9394

Common Values

Value	Count	Frequency (%)
28.0473	67063	91.7%
27.9394	6062	8.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
28.0473	67063	91.7%
27.9394	6062	8.3%

Most occurring characters

Value	Count	Frequency (%)
2	73125	14.3%
.	73125	14.3%
4	73125	14.3%
7	73125	14.3%
3	73125	14.3%
8	67063	13.1%
0	67063	13.1%
9	12124	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	438750	85.7%
Other Punctuation	73125	14.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	73125	16.7%
4	73125	16.7%
7	73125	16.7%
3	73125	16.7%
8	67063	15.3%
0	67063	15.3%
9	12124	2.8%

Other Punctuation

Value	Count	Frequency (%)
.	73125	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	511875	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	73125	14.3%
.	73125	14.3%
4	73125	14.3%
7	73125	14.3%
3	73125	14.3%
8	67063	13.1%
0	67063	13.1%
9	12124	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	511875	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	73125	14.3%
.	73125	14.3%
4	73125	14.3%
7	73125	14.3%
3	73125	14.3%
8	67063	13.1%
0	67063	13.1%
9	12124	2.4%

city
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	571.4 KiB

Johannesburg	73125

Length

Max length	12
Median length	12
Mean length	12
Min length	12

Characters and Unicode

Total characters	877500
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Johannesburg
2nd row	Johannesburg
3rd row	Johannesburg
4th row	Johannesburg
5th row	Johannesburg

Common Values

Value	Count	Frequency (%)
Johannesburg	73125	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
johannesburg	73125	100.0%

Most occurring characters

Value	Count	Frequency (%)
n	146250	16.7%
J	73125	8.3%
o	73125	8.3%
h	73125	8.3%
a	73125	8.3%
e	73125	8.3%
s	73125	8.3%
b	73125	8.3%
u	73125	8.3%
r	73125	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	804375	91.7%
Uppercase Letter	73125	8.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	146250	18.2%
o	73125	9.1%
h	73125	9.1%
a	73125	9.1%
e	73125	9.1%
s	73125	9.1%
b	73125	9.1%
u	73125	9.1%
r	73125	9.1%
g	73125	9.1%

Uppercase Letter

Value	Count	Frequency (%)
J	73125	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	877500	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	146250	16.7%
J	73125	8.3%
o	73125	8.3%
h	73125	8.3%
a	73125	8.3%
e	73125	8.3%
s	73125	8.3%
b	73125	8.3%
u	73125	8.3%
r	73125	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	877500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	146250	16.7%
J	73125	8.3%
o	73125	8.3%
h	73125	8.3%
a	73125	8.3%
e	73125	8.3%
s	73125	8.3%
b	73125	8.3%
u	73125	8.3%
r	73125	8.3%

age_years
Real number (ℝ)

Missing

Distinct	741
Distinct (%)	1.5%
Missing	23025
Missing (%)	31.5%
Infinite	0
Infinite (%)	0.0%
Mean	35.102974

Minimum	13
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	13
5-th percentile	21
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	76
Range	63
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.5751026
Coefficient of variation (CV)	0.27277183
Kurtosis	-0.021029012
Mean	35.102974
Median Absolute Deviation (MAD)	7
Skewness	0.52637056
Sum	1758659
Variance	91.682591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	2131	2.9%
35	2112	2.9%
34	2085	2.9%
30	2052	2.8%
28	1961	2.7%
31	1944	2.7%
26	1928	2.6%
32	1844	2.5%
40	1775	2.4%
37	1766	2.4%
Other values (731)	30502	41.7%
(Missing)	23025	31.5%

Value	Count	Frequency (%)
13	3	< 0.1%
14	7	< 0.1%
15	18	< 0.1%
16	32	< 0.1%
17	95	0.1%
18	395	0.5%
18.1	1	< 0.1%
18.8	1	< 0.1%
19	592	0.8%
19.3	1	< 0.1%

Value	Count	Frequency (%)
76	5	< 0.1%
75	7	< 0.1%
74	5	< 0.1%
73	5	< 0.1%
71	11	< 0.1%
69	21	< 0.1%
68	11	< 0.1%
67	13	< 0.1%
66	48	0.1%
65	10	< 0.1%

sex
Categorical

Imbalance Missing

Distinct	4
Distinct (%)	< 0.1%
Missing	18421
Missing (%)	25.2%
Memory size	571.4 KiB

Female	34885
Male	19578
Unknown	240
Not available	1

Length

Max length	13
Median length	6
Mean length	5.2887357
Min length	4

Characters and Unicode

Total characters	289315
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Female	34885	47.7%
Male	19578	26.8%
Unknown	240	0.3%
Not available	1	< 0.1%
(Missing)	18421	25.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	34885	63.8%
male	19578	35.8%
unknown	240	0.4%
not	1	< 0.1%
available	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	89349	30.9%
a	54466	18.8%
l	54465	18.8%
F	34885	12.1%
m	34885	12.1%
M	19578	6.8%
n	720	0.2%
o	241	0.1%
w	240	0.1%
k	240	0.1%
Other values (7)	246	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	234610	81.1%
Uppercase Letter	54704	18.9%
Space Separator	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	89349	38.1%
a	54466	23.2%
l	54465	23.2%
m	34885	14.9%
n	720	0.3%
o	241	0.1%
w	240	0.1%
k	240	0.1%
t	1	< 0.1%
v	1	< 0.1%
Other values (2)	2	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
F	34885	63.8%
M	19578	35.8%
U	240	0.4%
N	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	289314	> 99.9%
Common	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	89349	30.9%
a	54466	18.8%
l	54465	18.8%
F	34885	12.1%
m	34885	12.1%
M	19578	6.8%
n	720	0.2%
o	241	0.1%
w	240	0.1%
k	240	0.1%
Other values (6)	245	0.1%

Common

Value	Count	Frequency (%)
	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	289315	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	89349	30.9%
a	54466	18.8%
l	54465	18.8%
F	34885	12.1%
m	34885	12.1%
M	19578	6.8%
n	720	0.2%
o	241	0.1%
w	240	0.1%
k	240	0.1%
Other values (7)	246	0.1%

race
Categorical

Imbalance Missing

Distinct	7
Distinct (%)	< 0.1%
Missing	47197
Missing (%)	64.5%
Memory size	571.4 KiB

African Heritage	20870
Black	2634
Asian	1951
Caucasian	301
White	60
Other values (2)	112

Length

Max length	16
Median length	16
Mean length	13.907282
Min length	5

Characters and Unicode

Total characters	360588
Distinct characters	23
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	African Heritage
2nd row	African Heritage
3rd row	African Heritage
4th row	Asian
5th row	African Heritage

Common Values

Value	Count	Frequency (%)
African Heritage	20870	28.5%
Black	2634	3.6%
Asian	1951	2.7%
Caucasian	301	0.4%
White	60	0.1%
Coloured	58	0.1%
Other	54	0.1%
(Missing)	47197	64.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
african	20870	44.6%
heritage	20870	44.6%
black	2634	5.6%
asian	1951	4.2%
caucasian	301	0.6%
white	60	0.1%
coloured	58	0.1%
other	54	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	47228	13.1%
i	44052	12.2%
e	41912	11.6%
r	41852	11.6%
c	23805	6.6%
n	23122	6.4%
A	22821	6.3%
t	20984	5.8%
f	20870	5.8%
g	20870	5.8%
Other values (13)	53072	14.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	292920	81.2%
Uppercase Letter	46798	13.0%
Space Separator	20870	5.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	47228	16.1%
i	44052	15.0%
e	41912	14.3%
r	41852	14.3%
c	23805	8.1%
n	23122	7.9%
t	20984	7.2%
f	20870	7.1%
g	20870	7.1%
l	2692	0.9%
Other values (6)	5533	1.9%

Uppercase Letter

Value	Count	Frequency (%)
A	22821	48.8%
H	20870	44.6%
B	2634	5.6%
C	359	0.8%
W	60	0.1%
O	54	0.1%

Space Separator

Value	Count	Frequency (%)
	20870	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	339718	94.2%
Common	20870	5.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	47228	13.9%
i	44052	13.0%
e	41912	12.3%
r	41852	12.3%
c	23805	7.0%
n	23122	6.8%
A	22821	6.7%
t	20984	6.2%
f	20870	6.1%
g	20870	6.1%
Other values (12)	32202	9.5%

Common

Value	Count	Frequency (%)
	20870	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	360588	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	47228	13.1%
i	44052	12.2%
e	41912	11.6%
r	41852	11.6%
c	23805	6.6%
n	23122	6.4%
A	22821	6.3%
t	20984	5.8%
f	20870	5.8%
g	20870	5.8%
Other values (13)	53072	14.7%

hiv_status
Categorical

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	2235
Missing (%)	3.1%
Memory size	571.4 KiB

Positive	53145
Unknown	16386
Negative	1359

Length

Max length	8
Median length	8
Mean length	7.7688532
Min length	7

Characters and Unicode

Total characters	550734
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Positive
2nd row	Positive
3rd row	Positive
4th row	Positive
5th row	Positive

Common Values

Value	Count	Frequency (%)
Positive	53145	72.7%
Unknown	16386	22.4%
Negative	1359	1.9%
(Missing)	2235	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
positive	53145	75.0%
unknown	16386	23.1%
negative	1359	1.9%

Most occurring characters

Value	Count	Frequency (%)
i	107649	19.5%
o	69531	12.6%
e	55863	10.1%
t	54504	9.9%
v	54504	9.9%
P	53145	9.6%
s	53145	9.6%
n	49158	8.9%
U	16386	3.0%
k	16386	3.0%
Other values (4)	20463	3.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	479844	87.1%
Uppercase Letter	70890	12.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	107649	22.4%
o	69531	14.5%
e	55863	11.6%
t	54504	11.4%
v	54504	11.4%
s	53145	11.1%
n	49158	10.2%
k	16386	3.4%
w	16386	3.4%
g	1359	0.3%

Uppercase Letter

Value	Count	Frequency (%)
P	53145	75.0%
U	16386	23.1%
N	1359	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	550734	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	107649	19.5%
o	69531	12.6%
e	55863	10.1%
t	54504	9.9%
v	54504	9.9%
P	53145	9.6%
s	53145	9.6%
n	49158	8.9%
U	16386	3.0%
k	16386	3.0%
Other values (4)	20463	3.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	550734	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	107649	19.5%
o	69531	12.6%
e	55863	10.1%
t	54504	9.9%
v	54504	9.9%
P	53145	9.6%
s	53145	9.6%
n	49158	8.9%
U	16386	3.0%
k	16386	3.0%
Other values (4)	20463	3.7%

hiv_positive
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	17257
Missing (%)	23.6%
Memory size	571.4 KiB

1.0	53145
0.0	2723

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	167604
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	53145	72.7%
0.0	2723	3.7%
(Missing)	17257	23.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	53145	95.1%
0.0	2723	4.9%

Most occurring characters

Value	Count	Frequency (%)
0	58591	35.0%
.	55868	33.3%
1	53145	31.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	111736	66.7%
Other Punctuation	55868	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	58591	52.4%
1	53145	47.6%

Other Punctuation

Value	Count	Frequency (%)
.	55868	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	167604	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	58591	35.0%
.	55868	33.3%
1	53145	31.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	167604	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	58591	35.0%
.	55868	33.3%
1	53145	31.7%

on_art
Categorical

Imbalance Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	20091
Missing (%)	27.5%
Memory size	571.4 KiB

1.0	43189
0.0	9837
8.0	8

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	159102
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	43189	59.1%
0.0	9837	13.5%
8.0	8	< 0.1%
(Missing)	20091	27.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	43189	81.4%
0.0	9837	18.5%
8.0	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	62871	39.5%
.	53034	33.3%
1	43189	27.1%
8	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	106068	66.7%
Other Punctuation	53034	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	62871	59.3%
1	43189	40.7%
8	8	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	53034	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	159102	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	62871	39.5%
.	53034	33.3%
1	43189	27.1%
8	8	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	159102	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	62871	39.5%
.	53034	33.3%
1	43189	27.1%
8	8	< 0.1%

virally_suppressed
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

cd4_count
Real number (ℝ)

Missing

Distinct	1153
Distinct (%)	6.1%
Missing	54285
Missing (%)	74.2%
Infinite	0
Infinite (%)	0.0%
Mean	536.75515

Minimum	0.07
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.07
5-th percentile	90
Q1	226
median	340
Q3	485
95-th percentile	834
Maximum	9999
Range	9998.93
Interquartile range (IQR)	259

Descriptive statistics

Standard deviation	1275.6569
Coefficient of variation (CV)	2.3766086
Kurtosis	49.574306
Mean	536.75515
Median Absolute Deviation (MAD)	127
Skewness	7.0803243
Sum	10112467
Variance	1627300.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9999	325	0.4%
315	63	0.1%
300	56	0.1%
323	52	0.1%
381	51	0.1%
292	50	0.1%
329	50	0.1%
321	50	0.1%
348	50	0.1%
350	50	0.1%
Other values (1143)	18043	24.7%
(Missing)	54285	74.2%

Value	Count	Frequency (%)
0.07	1	< 0.1%
1	3	< 0.1%
2	5	< 0.1%
3	4	< 0.1%
4	3	< 0.1%
5	10	< 0.1%
6	7	< 0.1%
7	5	< 0.1%
8	9	< 0.1%
9	10	< 0.1%

Value	Count	Frequency (%)
9999	325	0.4%
9997	1	< 0.1%
9990	1	< 0.1%
5000	1	< 0.1%
2703	1	< 0.1%
2609	2	< 0.1%
2080	1	< 0.1%
1996	1	< 0.1%
1900	1	< 0.1%
1781	1	< 0.1%

viral_load
Real number (ℝ)

Missing Zeros

Distinct	5061
Distinct (%)	19.8%
Missing	47507
Missing (%)	65.0%
Infinite	0
Infinite (%)	0.0%
Mean	1024570.9

Minimum	0
Maximum	99999999
Zeros	1291
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	39
median	82
Q3	986
95-th percentile	438001.5
Maximum	99999999
Range	99999999
Interquartile range (IQR)	947

Descriptive statistics

Standard deviation	7532920.1
Coefficient of variation (CV)	7.3522679
Kurtosis	90.767427
Mean	1024570.9
Median Absolute Deviation (MAD)	82
Skewness	9.1388789
Sum	2.6247459 × 10¹⁰
Variance	5.6744886 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	7909	10.8%
400	4425	6.1%
0	1291	1.8%
19	1235	1.7%
1	1210	1.7%
40	252	0.3%
750000	137	0.2%
41	41	0.1%
48	39	0.1%
44	36	< 0.1%
Other values (5051)	9043	12.4%
(Missing)	47507	65.0%

Value	Count	Frequency (%)
0	1291	1.8%
1	1210	1.7%
10	5	< 0.1%
19	1235	1.7%
20	8	< 0.1%
21	12	< 0.1%
22	25	< 0.1%
23	19	< 0.1%
24	16	< 0.1%
25	10	< 0.1%

Value	Count	Frequency (%)
99999999	4	< 0.1%
96299000	5	< 0.1%
95900000	10	< 0.1%
95813000	5	< 0.1%
95141000	5	< 0.1%
94025000	5	< 0.1%
94000000	5	< 0.1%
92492000	5	< 0.1%
89991000	5	< 0.1%
85550000	5	< 0.1%

viral_load_undetectable
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	46114
Missing (%)	63.1%
Memory size	571.4 KiB

1.0	16449
0.0	10562

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	81033
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	16449	22.5%
0.0	10562	14.4%
(Missing)	46114	63.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	16449	60.9%
0.0	10562	39.1%

Most occurring characters

Value	Count	Frequency (%)
0	37573	46.4%
.	27011	33.3%
1	16449	20.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	54022	66.7%
Other Punctuation	27011	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37573	69.6%
1	16449	30.4%

Other Punctuation

Value	Count	Frequency (%)
.	27011	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	81033	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37573	46.4%
.	27011	33.3%
1	16449	20.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	81033	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37573	46.4%
.	27011	33.3%
1	16449	20.3%

log10_viral_load
Real number (ℝ)

Missing Zeros

Distinct	4410
Distinct (%)	23.7%
Missing	54490
Missing (%)	74.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.489943

Minimum	0
Maximum	8
Zeros	1210
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5910646
median	1.5910646
Q3	3.4782777
95-th percentile	5.7515601
Maximum	8
Range	8
Interquartile range (IQR)	1.8872131

Descriptive statistics

Standard deviation	1.7249255
Coefficient of variation (CV)	0.69275702
Kurtosis	0.77422242
Mean	2.489943
Median Absolute Deviation (MAD)	0.31231101
Skewness	1.1693433
Sum	46400.088
Variance	2.9753679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.591064607	7909	10.8%
1.278753601	1235	1.7%
0	1210	1.7%
1.602059991	252	0.3%
1.612783857	41	0.1%
1.681241237	39	0.1%
1.643452676	36	< 0.1%
1.653212514	35	< 0.1%
1.62324929	34	< 0.1%
1.672097858	34	< 0.1%
Other values (4400)	7810	10.7%
(Missing)	54490	74.5%

Value	Count	Frequency (%)
0	1210	1.7%
1	5	< 0.1%
1.278753601	1235	1.7%
1.301029996	8	< 0.1%
1.322219295	12	< 0.1%
1.342422681	25	< 0.1%
1.361727836	19	< 0.1%
1.380211242	16	< 0.1%
1.397940009	10	< 0.1%
1.414973348	13	< 0.1%

Value	Count	Frequency (%)
7.999999996	4	< 0.1%
7.983621777	5	< 0.1%
7.981818607	10	< 0.1%
7.981424439	5	< 0.1%
7.978367712	5	< 0.1%
7.973243342	5	< 0.1%
7.973127854	5	< 0.1%
7.966104171	5	< 0.1%
7.954199078	5	< 0.1%
7.932220014	5	< 0.1%

viral_load_wrhi003_category
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

hemoglobin
Real number (ℝ)

Missing

Distinct	153
Distinct (%)	0.8%
Missing	53329
Missing (%)	72.9%
Infinite	0
Infinite (%)	0.0%
Mean	13.542158

Minimum	1.7
Maximum	153.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.7
5-th percentile	10.3
Q1	12.4
median	13.6
Q3	14.8
95-th percentile	16.4
Maximum	153.2
Range	151.5
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.2185121
Coefficient of variation (CV)	0.16382265
Kurtosis	1050.3484
Mean	13.542158
Median Absolute Deviation (MAD)	1.2
Skewness	17.814183
Sum	268080.56
Variance	4.9217961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.5	488	0.7%
13.4	467	0.6%
13.9	464	0.6%
13.3	464	0.6%
13.1	456	0.6%
13.6	455	0.6%
13.7	454	0.6%
13.8	451	0.6%
14.1	441	0.6%
12.9	436	0.6%
Other values (143)	15220	20.8%
(Missing)	53329	72.9%

Value	Count	Frequency (%)
1.7	1	< 0.1%
3.9	1	< 0.1%
4.1	1	< 0.1%
4.3	2	< 0.1%
4.4	1	< 0.1%
5.1	2	< 0.1%
5.2	2	< 0.1%
5.4	1	< 0.1%
5.6	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
153.2	1	< 0.1%
119	1	< 0.1%
23.5	1	< 0.1%
21.4	2	< 0.1%
20.6	1	< 0.1%
20.5	2	< 0.1%
20	3	< 0.1%
19.9	1	< 0.1%
19.8	2	< 0.1%
19.7	3	< 0.1%

hematocrit
Real number (ℝ)

Missing

Distinct	632
Distinct (%)	3.6%
Missing	55611
Missing (%)	76.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.531625

Minimum	0.144
Maximum	60.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.144
5-th percentile	0.34
Q1	0.4
median	0.44
Q3	28.8
95-th percentile	44.1
Maximum	60.3
Range	60.156
Interquartile range (IQR)	28.4

Descriptive statistics

Standard deviation	17.289431
Coefficient of variation (CV)	1.6416679
Kurtosis	-0.47932718
Mean	10.531625
Median Absolute Deviation (MAD)	0.05
Skewness	1.1818708
Sum	184450.88
Variance	298.92441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.43	782	1.1%
0.42	766	1.0%
0.41	735	1.0%
0.4	658	0.9%
0.44	657	0.9%
0.45	618	0.8%
0.46	552	0.8%
0.39	538	0.7%
0.47	477	0.7%
0.38	461	0.6%
Other values (622)	11270	15.4%
(Missing)	55611	76.0%

Value	Count	Frequency (%)
0.144	1	< 0.1%
0.188	1	< 0.1%
0.193	1	< 0.1%
0.2	1	< 0.1%
0.203	1	< 0.1%
0.21	3	< 0.1%
0.216	1	< 0.1%
0.224	1	< 0.1%
0.225	1	< 0.1%
0.23	3	< 0.1%

Value	Count	Frequency (%)
60.3	1	< 0.1%
59.6	1	< 0.1%
57.8	1	< 0.1%
57.4	1	< 0.1%
56.7	1	< 0.1%
55.2	1	< 0.1%
55.1	1	< 0.1%
55	1	< 0.1%
54.7	1	< 0.1%
54.1	1	< 0.1%

rbc_count
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

wbc_count
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

platelet_count
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

mcv
Real number (ℝ)

Missing

Distinct	545
Distinct (%)	5.8%
Missing	63684
Missing (%)	87.1%
Infinite	0
Infinite (%)	0.0%
Mean	90.786209

Minimum	57
Maximum	124.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	57
5-th percentile	77.6
Q1	86.6
median	91.1
Q3	95.4
95-th percentile	101.9
Maximum	124.1
Range	67.1
Interquartile range (IQR)	8.8

Descriptive statistics

Standard deviation	7.5369822
Coefficient of variation (CV)	0.083019021
Kurtosis	1.3785573
Mean	90.786209
Median Absolute Deviation (MAD)	4.4
Skewness	-0.22165147
Sum	857112.6
Variance	56.8061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	86	0.1%
90	75	0.1%
89.7	72	0.1%
89	67	0.1%
91.8	66	0.1%
88.5	66	0.1%
91.7	64	0.1%
90.8	64	0.1%
93	63	0.1%
93.2	63	0.1%
Other values (535)	8755	12.0%
(Missing)	63684	87.1%

Value	Count	Frequency (%)
57	1	< 0.1%
58	1	< 0.1%
58.1	2	< 0.1%
59	2	< 0.1%
59.2	1	< 0.1%
59.6	1	< 0.1%
59.7	1	< 0.1%
60	1	< 0.1%
60.1	1	< 0.1%
60.5	1	< 0.1%

Value	Count	Frequency (%)
124.1	1	< 0.1%
122.4	1	< 0.1%
122	1	< 0.1%
121.1	1	< 0.1%
119.6	1	< 0.1%
119.4	1	< 0.1%
119.3	1	< 0.1%
119.1	1	< 0.1%
118.7	2	< 0.1%
117.9	1	< 0.1%

mch
Real number (ℝ)

Missing

Distinct	221
Distinct (%)	2.4%
Missing	64086
Missing (%)	87.6%
Infinite	0
Infinite (%)	0.0%
Mean	29.540325

Minimum	15.2
Maximum	42.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	15.2
5-th percentile	24.3
Q1	27.9
median	29.7
Q3	31.3
95-th percentile	33.6
Maximum	42.6
Range	27.4
Interquartile range (IQR)	3.4

Descriptive statistics

Standard deviation	2.8432652
Coefficient of variation (CV)	0.096250301
Kurtosis	1.3842879
Mean	29.540325
Median Absolute Deviation (MAD)	1.7
Skewness	-0.31123393
Sum	267015
Variance	8.0841571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.3	158	0.2%
30.6	157	0.2%
29.8	155	0.2%
29.9	155	0.2%
30.5	150	0.2%
30	149	0.2%
31.1	148	0.2%
29.6	144	0.2%
28.6	143	0.2%
31.2	143	0.2%
Other values (211)	7537	10.3%
(Missing)	64086	87.6%

Value	Count	Frequency (%)
15.2	1	< 0.1%
16.2	1	< 0.1%
16.7	1	< 0.1%
16.9	1	< 0.1%
17.3	1	< 0.1%
17.5	1	< 0.1%
17.6	2	< 0.1%
17.8	1	< 0.1%
17.9	1	< 0.1%
18.2	2	< 0.1%

Value	Count	Frequency (%)
42.6	1	< 0.1%
41.5	1	< 0.1%
40.8	1	< 0.1%
40.6	1	< 0.1%
40.5	1	< 0.1%
40.4	1	< 0.1%
40.3	1	< 0.1%
39.9	1	< 0.1%
39.6	1	< 0.1%
39.5	1	< 0.1%

mchc
Real number (ℝ)

Missing

Distinct	90
Distinct (%)	1.0%
Missing	64086
Missing (%)	87.6%
Infinite	0
Infinite (%)	0.0%
Mean	32.471424

Minimum	26.7
Maximum	38.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	26.7
5-th percentile	30.8
Q1	31.8
median	32.5
Q3	33.1
95-th percentile	34.1
Maximum	38.1
Range	11.4
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	1.0308394
Coefficient of variation (CV)	0.031746049
Kurtosis	0.91104269
Mean	32.471424
Median Absolute Deviation (MAD)	0.7
Skewness	-0.0076038562
Sum	293509.2
Variance	1.0626299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.6	379	0.5%
32.8	368	0.5%
32.4	365	0.5%
32.5	356	0.5%
32.7	355	0.5%
32.9	350	0.5%
32.3	334	0.5%
33	333	0.5%
32.1	331	0.5%
32	327	0.4%
Other values (80)	5541	7.6%
(Missing)	64086	87.6%

Value	Count	Frequency (%)
26.7	1	< 0.1%
26.9	1	< 0.1%
27.5	1	< 0.1%
27.9	1	< 0.1%
28.3	1	< 0.1%
28.4	1	< 0.1%
28.5	1	< 0.1%
28.6	1	< 0.1%
28.7	2	< 0.1%
28.8	1	< 0.1%

Value	Count	Frequency (%)
38.1	1	< 0.1%
37.3	1	< 0.1%
37.1	1	< 0.1%
36.7	1	< 0.1%
36.6	4	< 0.1%
36.5	1	< 0.1%
36.3	1	< 0.1%
36.2	3	< 0.1%
36.1	2	< 0.1%
36	7	< 0.1%

rdw
Real number (ℝ)

Missing

Distinct	155
Distinct (%)	1.7%
Missing	64088
Missing (%)	87.6%
Infinite	0
Infinite (%)	0.0%
Mean	14.557608

Minimum	10.8
Maximum	35.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	10.8
5-th percentile	12.6
Q1	13.4
median	14.2
Q3	15.2
95-th percentile	17.9
Maximum	35.9
Range	25.1
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	1.8481668
Coefficient of variation (CV)	0.12695539
Kurtosis	14.28462
Mean	14.557608
Median Absolute Deviation (MAD)	0.8
Skewness	2.7566479
Sum	131557.1
Variance	3.4157204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.8	345	0.5%
13.9	315	0.4%
13.7	309	0.4%
13.4	303	0.4%
13.6	302	0.4%
13.3	296	0.4%
13.5	295	0.4%
14.2	291	0.4%
14	290	0.4%
13.2	283	0.4%
Other values (145)	6008	8.2%
(Missing)	64088	87.6%

Value	Count	Frequency (%)
10.8	1	< 0.1%
11.1	1	< 0.1%
11.3	1	< 0.1%
11.4	6	< 0.1%
11.5	2	< 0.1%
11.6	6	< 0.1%
11.7	5	< 0.1%
11.8	17	< 0.1%
11.9	21	< 0.1%
12	19	< 0.1%

Value	Count	Frequency (%)
35.9	1	< 0.1%
34.8	1	< 0.1%
30.3	1	< 0.1%
30.1	1	< 0.1%
30	1	< 0.1%
29.8	2	< 0.1%
29.3	1	< 0.1%
29.2	1	< 0.1%
28.8	2	< 0.1%
28.3	1	< 0.1%

neutrophils_pct
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

lymphocytes_pct
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

monocytes_pct
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

eosinophils_pct
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

basophils_pct
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

fasting_glucose
Real number (ℝ)

Missing

Distinct	571
Distinct (%)	7.9%
Missing	65898
Missing (%)	90.1%
Infinite	0
Infinite (%)	0.0%
Mean	29.745861

Minimum	0.2
Maximum	345
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	4
Q1	4.6
median	5.1
Q3	76
95-th percentile	96
Maximum	345
Range	344.8
Interquartile range (IQR)	71.4

Descriptive statistics

Standard deviation	38.924917
Coefficient of variation (CV)	1.3085826
Kurtosis	0.76422433
Mean	29.745861
Median Absolute Deviation (MAD)	0.78
Skewness	1.1762677
Sum	214973.34
Variance	1515.1492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.7	325	0.4%
4.6	279	0.4%
4.8	275	0.4%
4.5	260	0.4%
4.4	244	0.3%
4.3	243	0.3%
4.9	227	0.3%
5.1	193	0.3%
5	183	0.3%
4.2	161	0.2%
Other values (561)	4837	6.6%
(Missing)	65898	90.1%

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.57	1	< 0.1%
0.82	1	< 0.1%
0.95	1	< 0.1%
1.12	1	< 0.1%
1.37	1	< 0.1%
1.47	1	< 0.1%
1.5	1	< 0.1%
1.81	1	< 0.1%
1.95	1	< 0.1%

Value	Count	Frequency (%)
345	1	< 0.1%
299	1	< 0.1%
295	1	< 0.1%
274	1	< 0.1%
225	1	< 0.1%
220	1	< 0.1%
217	1	< 0.1%
192	1	< 0.1%
190	1	< 0.1%
168	2	< 0.1%

log10_fasting_glucose
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

total_cholesterol
Real number (ℝ)

Missing

Distinct	2313
Distinct (%)	30.8%
Missing	65615
Missing (%)	89.7%
Infinite	0
Infinite (%)	0.0%
Mean	53.121437

Minimum	1.12
Maximum	363
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.12
5-th percentile	2.97
Q1	3.9
median	4.81
Q3	129.1975
95-th percentile	210
Maximum	363
Range	361.88
Interquartile range (IQR)	125.2975

Descriptive statistics

Standard deviation	79.686275
Coefficient of variation (CV)	1.5000776
Kurtosis	-0.099919211
Mean	53.121437
Median Absolute Deviation (MAD)	1.21
Skewness	1.2056678
Sum	398941.99
Variance	6349.9024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.8	145	0.2%
3.7	137	0.2%
4.3	134	0.2%
4	133	0.2%
4.4	126	0.2%
4.2	122	0.2%
4.1	117	0.2%
3.9	113	0.2%
4.5	107	0.1%
3.6	104	0.1%
Other values (2303)	6272	8.6%
(Missing)	65615	89.7%

Value	Count	Frequency (%)
1.12	1	< 0.1%
1.22	1	< 0.1%
1.29	1	< 0.1%
1.38	1	< 0.1%
1.4	1	< 0.1%
1.54	1	< 0.1%
1.59	1	< 0.1%
1.6	1	< 0.1%
1.8	5	< 0.1%
1.82	1	< 0.1%

Value	Count	Frequency (%)
363	1	< 0.1%
339	1	< 0.1%
337.6	1	< 0.1%
333	1	< 0.1%
330.64	1	< 0.1%
330.23	1	< 0.1%
321.07	1	< 0.1%
321	1	< 0.1%
319.18	1	< 0.1%
317.57	1	< 0.1%

hdl_cholesterol
Real number (ℝ)

Missing

Distinct	1818
Distinct (%)	24.2%
Missing	65617
Missing (%)	89.7%
Infinite	0
Infinite (%)	0.0%
Mean	15.019969

Minimum	0
Maximum	368
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.8
Q1	1.14
median	1.5
Q3	32.54
95-th percentile	61.2665
Maximum	368
Range	368
Interquartile range (IQR)	31.4

Descriptive statistics

Standard deviation	23.57598
Coefficient of variation (CV)	1.5696424
Kurtosis	8.1500262
Mean	15.019969
Median Absolute Deviation (MAD)	0.5
Skewness	1.913957
Sum	112769.93
Variance	555.82685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3	331	0.5%
1.4	287	0.4%
1.1	279	0.4%
1.2	268	0.4%
1	256	0.4%
1.5	242	0.3%
1.6	196	0.3%
0.9	188	0.3%
1.8	137	0.2%
1.7	133	0.2%
Other values (1808)	5191	7.1%
(Missing)	65617	89.7%

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	1	< 0.1%
0.18	1	< 0.1%
0.2	2	< 0.1%
0.28	1	< 0.1%
0.3	4	< 0.1%
0.32	1	< 0.1%
0.33	2	< 0.1%
0.34	2	< 0.1%
0.35	1	< 0.1%

Value	Count	Frequency (%)
368	1	< 0.1%
159.95	1	< 0.1%
157.43	1	< 0.1%
151.77	1	< 0.1%
150.69	1	< 0.1%
134.71	1	< 0.1%
133.2	1	< 0.1%
132.3	1	< 0.1%
122.73	1	< 0.1%
118.51	1	< 0.1%

ldl_cholesterol
Real number (ℝ)

Missing

Distinct	2225
Distinct (%)	29.7%
Missing	65641
Missing (%)	89.8%
Infinite	0
Infinite (%)	0.0%
Mean	31.209205

Minimum	0
Maximum	417
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.14
Q1	2.01
median	2.9
Q3	64.9
95-th percentile	133.9595
Maximum	417
Range	417
Interquartile range (IQR)	62.89

Descriptive statistics

Standard deviation	49.186216
Coefficient of variation (CV)	1.5760163
Kurtosis	1.4014819
Mean	31.209205
Median Absolute Deviation (MAD)	1.14
Skewness	1.5002327
Sum	233569.69
Variance	2419.2839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.2	165	0.2%
2.3	158	0.2%
2.6	140	0.2%
2.7	136	0.2%
2	135	0.2%
2.1	134	0.2%
2.4	129	0.2%
2.5	125	0.2%
1.9	125	0.2%
1.6	117	0.2%
Other values (2215)	6120	8.4%
(Missing)	65641	89.8%

Value	Count	Frequency (%)
0	3	< 0.1%
0.03	1	< 0.1%
0.1	2	< 0.1%
0.14	1	< 0.1%
0.15	1	< 0.1%
0.18	1	< 0.1%
0.2	2	< 0.1%
0.21	1	< 0.1%
0.26	2	< 0.1%
0.27	1	< 0.1%

Value	Count	Frequency (%)
417	1	< 0.1%
268.9	1	< 0.1%
244.6	1	< 0.1%
242.43	1	< 0.1%
239.71	1	< 0.1%
233.23	1	< 0.1%
231.68	1	< 0.1%
227	1	< 0.1%
226	1	< 0.1%
224.19	1	< 0.1%

triglycerides
Real number (ℝ)

Missing

Distinct	2167
Distinct (%)	32.9%
Missing	66534
Missing (%)	91.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.653541

Minimum	0.05
Maximum	1759.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.05
5-th percentile	0.5
Q1	0.8
median	1.24
Q3	73.125
95-th percentile	171.515
Maximum	1759.77
Range	1759.72
Interquartile range (IQR)	72.325

Descriptive statistics

Standard deviation	83.21337
Coefficient of variation (CV)	1.9977502
Kurtosis	72.952796
Mean	41.653541
Median Absolute Deviation (MAD)	0.64
Skewness	5.9142824
Sum	274538.49
Variance	6924.4649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	340	0.5%
0.6	311	0.4%
0.9	300	0.4%
0.7	284	0.4%
1	226	0.3%
1.1	220	0.3%
0.5	191	0.3%
1.2	148	0.2%
1.3	135	0.2%
1.4	116	0.2%
Other values (2157)	4320	5.9%
(Missing)	66534	91.0%

Value	Count	Frequency (%)
0.05	5	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.18	1	< 0.1%
0.2	1	< 0.1%
0.21	1	< 0.1%
0.22	1	< 0.1%
0.25	1	< 0.1%
0.26	2	< 0.1%

Value	Count	Frequency (%)
1759.77	1	< 0.1%
1575.59	1	< 0.1%
1142.74	1	< 0.1%
1137.48	1	< 0.1%
1077.87	1	< 0.1%
923	1	< 0.1%
910	1	< 0.1%
886	1	< 0.1%
873.34	1	< 0.1%
848.97	1	< 0.1%

creatinine
Real number (ℝ)

Missing

Distinct	218
Distinct (%)	2.7%
Missing	65195
Missing (%)	89.2%
Infinite	0
Infinite (%)	0.0%
Mean	38.304887

Minimum	0.32
Maximum	499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.32
5-th percentile	0.57
Q1	0.79
median	49
Q3	64
95-th percentile	86
Maximum	499
Range	498.68
Interquartile range (IQR)	63.21

Descriptive statistics

Standard deviation	33.711855
Coefficient of variation (CV)	0.8800928
Kurtosis	3.3508582
Mean	38.304887
Median Absolute Deviation (MAD)	30
Skewness	0.41947146
Sum	303757.75
Variance	1136.4891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	313	0.4%
0.6	268	0.4%
0.8	262	0.4%
61	156	0.2%
0.9	152	0.2%
62	149	0.2%
63	147	0.2%
57	145	0.2%
54	138	0.2%
56	135	0.2%
Other values (208)	6065	8.3%
(Missing)	65195	89.2%

Value	Count	Frequency (%)
0.32	1	< 0.1%
0.34	1	< 0.1%
0.36	3	< 0.1%
0.38	2	< 0.1%
0.39	5	< 0.1%
0.4	10	< 0.1%
0.41	3	< 0.1%
0.42	9	< 0.1%
0.43	8	< 0.1%
0.44	4	< 0.1%

Value	Count	Frequency (%)
499	1	< 0.1%
237	1	< 0.1%
232	1	< 0.1%
205	1	< 0.1%
195	1	< 0.1%
171	1	< 0.1%
170	1	< 0.1%
169	1	< 0.1%
157	1	< 0.1%
155	1	< 0.1%

creatinine_clearance
Real number (ℝ)

Missing

Distinct	438
Distinct (%)	17.3%
Missing	70598
Missing (%)	96.5%
Infinite	0
Infinite (%)	0.0%
Mean	114.62014

Minimum	28
Maximum	1320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	28
5-th percentile	77.25
Q1	93
median	108
Q3	126
95-th percentile	176
Maximum	1320
Range	1292
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	41.475193
Coefficient of variation (CV)	0.36184908
Kurtosis	313.26822
Mean	114.62014
Median Absolute Deviation (MAD)	16
Skewness	12.116333
Sum	289645.1
Variance	1720.1916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	47	0.1%
109	42	0.1%
97	40	0.1%
95	39	0.1%
113	39	0.1%
115	38	0.1%
91	38	0.1%
104	37	0.1%
90	37	0.1%
107	36	< 0.1%
Other values (428)	2134	2.9%
(Missing)	70598	96.5%

Value	Count	Frequency (%)
28	1	< 0.1%
30	1	< 0.1%
31	1	< 0.1%
33	1	< 0.1%
40	1	< 0.1%
49	1	< 0.1%
50	1	< 0.1%
55	1	< 0.1%
58	1	< 0.1%
59	3	< 0.1%

Value	Count	Frequency (%)
1320	1	< 0.1%
811	1	< 0.1%
260	1	< 0.1%
256	1	< 0.1%
246	1	< 0.1%
245	1	< 0.1%
243	2	< 0.1%
239	1	< 0.1%
238	1	< 0.1%
237	1	< 0.1%

bun
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

alt
Real number (ℝ)

Missing

Distinct	208
Distinct (%)	2.0%
Missing	62768
Missing (%)	85.8%
Infinite	0
Infinite (%)	0.0%
Mean	29.037057

Minimum	1.1
Maximum	1646
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.1
5-th percentile	10
Q1	15
median	21
Q3	31
95-th percentile	63
Maximum	1646
Range	1644.9
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	47.024262
Coefficient of variation (CV)	1.6194569
Kurtosis	509.54977
Mean	29.037057
Median Absolute Deviation (MAD)	7
Skewness	19.110594
Sum	300736.8
Variance	2211.2812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	475	0.6%
17	467	0.6%
14	457	0.6%
18	453	0.6%
16	444	0.6%
20	430	0.6%
19	424	0.6%
13	412	0.6%
22	374	0.5%
21	366	0.5%
Other values (198)	6055	8.3%
(Missing)	62768	85.8%

Value	Count	Frequency (%)
1.1	1	< 0.1%
4	4	< 0.1%
5	14	< 0.1%
6	31	< 0.1%
7	65	0.1%
8	112	0.2%
9	165	0.2%
10	226	0.3%
11	296	0.4%
12	362	0.5%

Value	Count	Frequency (%)
1646	2	< 0.1%
1270	2	< 0.1%
1248	2	< 0.1%
1060	1	< 0.1%
831	1	< 0.1%
760	1	< 0.1%
730	2	< 0.1%
625	1	< 0.1%
589	1	< 0.1%
538	2	< 0.1%

ast
Real number (ℝ)

Missing

Distinct	203
Distinct (%)	2.0%
Missing	62769
Missing (%)	85.8%
Infinite	0
Infinite (%)	0.0%
Mean	32.078196

Minimum	2
Maximum	1471
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	2
5-th percentile	16
Q1	21
median	26
Q3	33
95-th percentile	58.25
Maximum	1471
Range	1469
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	34.990886
Coefficient of variation (CV)	1.0907997
Kurtosis	489.53615
Mean	32.078196
Median Absolute Deviation (MAD)	6
Skewness	17.159799
Sum	332201.8
Variance	1224.3621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	565	0.8%
22	555	0.8%
25	546	0.7%
24	527	0.7%
20	499	0.7%
21	479	0.7%
26	476	0.7%
27	438	0.6%
19	421	0.6%
18	405	0.6%
Other values (193)	5445	7.4%
(Missing)	62769	85.8%

Value	Count	Frequency (%)
2	1	< 0.1%
3.6	1	< 0.1%
8	3	< 0.1%
9	2	< 0.1%
10	5	< 0.1%
11	9	< 0.1%
12	33	< 0.1%
13	71	0.1%
13.2	1	< 0.1%
14	89	0.1%

Value	Count	Frequency (%)
1471	1	< 0.1%
1169	1	< 0.1%
887	1	< 0.1%
715	1	< 0.1%
652	2	< 0.1%
545	1	< 0.1%
540	1	< 0.1%
534	2	< 0.1%
514	1	< 0.1%
465	1	< 0.1%

alp
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

total_bilirubin
Real number (ℝ)

Missing

Distinct	202
Distinct (%)	2.2%
Missing	64078
Missing (%)	87.6%
Infinite	0
Infinite (%)	0.0%
Mean	3.0216072

Minimum	0
Maximum	94
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.4
median	2.6
Q3	4.6
95-th percentile	8
Maximum	94
Range	94
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	3.9919683
Coefficient of variation (CV)	1.3211407
Kurtosis	130.65324
Mean	3.0216072
Median Absolute Deviation (MAD)	2.2
Skewness	8.053527
Sum	27336.48
Variance	15.935811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	1011	1.4%
0.2	982	1.3%
0.4	747	1.0%
0.5	410	0.6%
0.6	234	0.3%
0.1	225	0.3%
5	216	0.3%
4	164	0.2%
3	155	0.2%
6	146	0.2%
Other values (192)	4757	6.5%
(Missing)	64078	87.6%

Value	Count	Frequency (%)
0	6	< 0.1%
0.1	225	0.3%
0.2	982	1.3%
0.3	1011	1.4%
0.4	747	1.0%
0.5	410	0.6%
0.6	234	0.3%
0.7	121	0.2%
0.8	83	0.1%
0.9	41	0.1%

Value	Count	Frequency (%)
94	1	< 0.1%
89.5	1	< 0.1%
80	1	< 0.1%
77.4	1	< 0.1%
73.5	1	< 0.1%
69	1	< 0.1%
67	1	< 0.1%
61.1	1	< 0.1%
53	1	< 0.1%
51	1	< 0.1%

albumin
Real number (ℝ)

Missing

Distinct	300
Distinct (%)	3.3%
Missing	64067
Missing (%)	87.6%
Infinite	0
Infinite (%)	0.0%
Mean	38.989189

Minimum	1.17
Maximum	71.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.17
5-th percentile	4.4
Q1	39
median	42
Q3	44
95-th percentile	47.6
Maximum	71.3
Range	70.13
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	10.62675
Coefficient of variation (CV)	0.27255633
Kurtosis	5.7472567
Mean	38.989189
Median Absolute Deviation (MAD)	3
Skewness	-2.5283494
Sum	353164.07
Variance	112.92782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	638	0.9%
41	609	0.8%
42	565	0.8%
40	488	0.7%
45	470	0.6%
44	464	0.6%
39	378	0.5%
46	359	0.5%
38	260	0.4%
47	256	0.4%
Other values (290)	4571	6.3%
(Missing)	64067	87.6%

Value	Count	Frequency (%)
1.17	1	< 0.1%
1.6	1	< 0.1%
1.7	1	< 0.1%
1.9	2	< 0.1%
2	1	< 0.1%
2.1	2	< 0.1%
2.2	4	< 0.1%
2.3	2	< 0.1%
2.4	3	< 0.1%
2.5	4	< 0.1%

Value	Count	Frequency (%)
71.3	1	< 0.1%
60	1	< 0.1%
58	3	< 0.1%
57.2	1	< 0.1%
57	2	< 0.1%
56	1	< 0.1%
55	3	< 0.1%
54	6	< 0.1%
53	6	< 0.1%
52	13	< 0.1%

total_protein
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

sodium
Real number (ℝ)

Missing

Distinct	34
Distinct (%)	0.4%
Missing	64432
Missing (%)	88.1%
Infinite	0
Infinite (%)	0.0%
Mean	136.74037

Minimum	110
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	110
5-th percentile	132
Q1	135
median	137
Q3	139
95-th percentile	141
Maximum	150
Range	40
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.0351713
Coefficient of variation (CV)	0.022196601
Kurtosis	3.853186
Mean	136.74037
Median Absolute Deviation (MAD)	2
Skewness	-0.85651627
Sum	1188684
Variance	9.2122648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
137	1304	1.8%
136	1244	1.7%
138	1169	1.6%
139	977	1.3%
135	971	1.3%
134	671	0.9%
140	661	0.9%
133	385	0.5%
141	371	0.5%
132	225	0.3%
Other values (24)	715	1.0%
(Missing)	64432	88.1%

Value	Count	Frequency (%)
110	1	< 0.1%
117	3	< 0.1%
118	4	< 0.1%
119	2	< 0.1%
120	3	< 0.1%
121	4	< 0.1%
122	4	< 0.1%
123	6	< 0.1%
124	11	< 0.1%
125	8	< 0.1%

Value	Count	Frequency (%)
150	1	< 0.1%
148	2	< 0.1%
147	1	< 0.1%
146	7	< 0.1%
145	20	< 0.1%
144	36	< 0.1%
143	101	0.1%
142	181	0.2%
141	371	0.5%
140	661	0.9%

potassium
Real number (ℝ)

Missing

Distinct	50
Distinct (%)	0.6%
Missing	65017
Missing (%)	88.9%
Infinite	0
Infinite (%)	0.0%
Mean	4.2926394

Minimum	1.05
Maximum	6.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.05
5-th percentile	3.7
Q1	4
median	4.3
Q3	4.5
95-th percentile	5
Maximum	6.8
Range	5.75
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.40458522
Coefficient of variation (CV)	0.094250921
Kurtosis	1.8516009
Mean	4.2926394
Median Absolute Deviation (MAD)	0.3
Skewness	0.31081248
Sum	34804.72
Variance	0.1636892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.2	922	1.3%
4.3	898	1.2%
4.1	791	1.1%
4.4	787	1.1%
4	705	1.0%
4.5	605	0.8%
4.6	530	0.7%
3.9	517	0.7%
3.8	412	0.6%
4.7	411	0.6%
Other values (40)	1530	2.1%
(Missing)	65017	88.9%

Value	Count	Frequency (%)
1.05	1	< 0.1%
2.1	1	< 0.1%
2.6	2	< 0.1%
2.7	1	< 0.1%
2.8	6	< 0.1%
2.82	2	< 0.1%
2.9	3	< 0.1%
3	3	< 0.1%
3.1	8	< 0.1%
3.2	18	< 0.1%

Value	Count	Frequency (%)
6.8	1	< 0.1%
6.5	1	< 0.1%
6.4	3	< 0.1%
6.2	1	< 0.1%
6.1	1	< 0.1%
6	2	< 0.1%
5.9	2	< 0.1%
5.8	5	< 0.1%
5.7	13	< 0.1%
5.6	10	< 0.1%

calcium
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

systolic_bp
Real number (ℝ)

Missing

Distinct	354
Distinct (%)	0.9%
Missing	34005
Missing (%)	46.5%
Infinite	0
Infinite (%)	0.0%
Mean	121.74479

Minimum	72
Maximum	258.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	72
5-th percentile	100
Q1	111
median	121
Q3	131
95-th percentile	145
Maximum	258.5
Range	186.5
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	14.141317
Coefficient of variation (CV)	0.11615542
Kurtosis	1.422209
Mean	121.74479
Median Absolute Deviation (MAD)	10
Skewness	0.5373956
Sum	4762656.2
Variance	199.97683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	2439	3.3%
120	1791	2.4%
100	1210	1.7%
130	1193	1.6%
124	1041	1.4%
121	1019	1.4%
122	992	1.4%
129	980	1.3%
128	973	1.3%
118	953	1.3%
Other values (344)	26529	36.3%
(Missing)	34005	46.5%

Value	Count	Frequency (%)
72	1	< 0.1%
75	1	< 0.1%
78	2	< 0.1%
79	1	< 0.1%
80	10	< 0.1%
81	3	< 0.1%
82	2	< 0.1%
83	5	< 0.1%
84	6	< 0.1%
85	6	< 0.1%

Value	Count	Frequency (%)
258.5	1	< 0.1%
239	1	< 0.1%
220	1	< 0.1%
215	1	< 0.1%
213	1	< 0.1%
211	1	< 0.1%
208.5	1	< 0.1%
207.5	1	< 0.1%
206.5	1	< 0.1%
204	2	< 0.1%

diastolic_bp
Real number (ℝ)

Missing

Distinct	297
Distinct (%)	0.8%
Missing	34004
Missing (%)	46.5%
Infinite	0
Infinite (%)	0.0%
Mean	77.269766

Minimum	7
Maximum	662
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	7
5-th percentile	60
Q1	70
median	77
Q3	84
95-th percentile	94
Maximum	662
Range	655
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.98017
Coefficient of variation (CV)	0.14210177
Kurtosis	206.16591
Mean	77.269766
Median Absolute Deviation (MAD)	7
Skewness	4.1735739
Sum	3022870.5
Variance	120.56414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	2851	3.9%
80	2254	3.1%
82	1455	2.0%
76	1308	1.8%
79	1306	1.8%
81	1296	1.8%
78	1283	1.8%
84	1272	1.7%
77	1264	1.7%
74	1255	1.7%
Other values (287)	23577	32.2%
(Missing)	34004	46.5%

Value	Count	Frequency (%)
7	1	< 0.1%
12	1	< 0.1%
37	1	< 0.1%
38	1	< 0.1%
39	1	< 0.1%
40	2	< 0.1%
41	3	< 0.1%
42	4	< 0.1%
43	7	< 0.1%
43.66666667	1	< 0.1%

Value	Count	Frequency (%)
662	1	< 0.1%
150	2	< 0.1%
148	1	< 0.1%
141.5	1	< 0.1%
136	1	< 0.1%
134	1	< 0.1%
133.5	1	< 0.1%
132	2	< 0.1%
131.5	1	< 0.1%
131	1	< 0.1%

heart_rate
Real number (ℝ)

Missing

Distinct	216
Distinct (%)	0.6%
Missing	34517
Missing (%)	47.2%
Infinite	0
Infinite (%)	0.0%
Mean	75.072623

Minimum	6
Maximum	364
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	6
5-th percentile	56
Q1	66
median	75
Q3	82.666667
95-th percentile	96
Maximum	364
Range	358
Interquartile range (IQR)	16.666667

Descriptive statistics

Standard deviation	12.502762
Coefficient of variation (CV)	0.16654223
Kurtosis	8.3382324
Mean	75.072623
Median Absolute Deviation (MAD)	8
Skewness	0.8141479
Sum	2898403.8
Variance	156.31905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	1926	2.6%
78	1398	1.9%
72	1371	1.9%
76	1354	1.9%
68	1309	1.8%
82	1259	1.7%
70	1193	1.6%
60	1130	1.5%
74	1125	1.5%
84	1094	1.5%
Other values (206)	25449	34.8%
(Missing)	34517	47.2%

Value	Count	Frequency (%)
6	1	< 0.1%
14	1	< 0.1%
16	2	< 0.1%
17	1	< 0.1%
18	2	< 0.1%
20	1	< 0.1%
37	1	< 0.1%
39	2	< 0.1%
40	1	< 0.1%
41	1	< 0.1%

Value	Count	Frequency (%)
364	1	< 0.1%
160	1	< 0.1%
155	1	< 0.1%
153	2	< 0.1%
150	1	< 0.1%
149	1	< 0.1%
147	1	< 0.1%
145	1	< 0.1%
143	2	< 0.1%
140	5	< 0.1%

temperature
Unsupported

Missing Rejected Unsupported

Missing	73125
Missing (%)	100.0%
Memory size	571.4 KiB

respiratory_rate
Real number (ℝ)

Missing

Distinct	31
Distinct (%)	0.1%
Missing	48313
Missing (%)	66.1%
Infinite	0
Infinite (%)	0.0%
Mean	16.860833

Minimum	10
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	10
5-th percentile	14
Q1	16
median	17
Q3	18
95-th percentile	20
Maximum	99
Range	89
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.3659282
Coefficient of variation (CV)	0.14032095
Kurtosis	123.90352
Mean	16.860833
Median Absolute Deviation (MAD)	1
Skewness	4.6164714
Sum	418351
Variance	5.5976163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
18	6364	8.7%
16	5760	7.9%
14	2795	3.8%
20	2550	3.5%
15	2115	2.9%
17	2076	2.8%
19	1423	1.9%
13	628	0.9%
12	494	0.7%
21	236	0.3%
Other values (21)	371	0.5%
(Missing)	48313	66.1%

Value	Count	Frequency (%)
10	9	< 0.1%
11	34	< 0.1%
12	494	0.7%
13	628	0.9%
14	2795	3.8%
15	2115	2.9%
16	5760	7.9%
17	2076	2.8%
18	6364	8.7%
19	1423	1.9%

Value	Count	Frequency (%)
99	1	< 0.1%
80	1	< 0.1%
78	1	< 0.1%
76	1	< 0.1%
61	1	< 0.1%
57	1	< 0.1%
52	1	< 0.1%
42	1	< 0.1%
41	2	< 0.1%
33	2	< 0.1%

oxygen_saturation
Real number (ℝ)

Missing

Distinct	19
Distinct (%)	0.1%
Missing	57067
Missing (%)	78.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.833665

Minimum	17
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	17
5-th percentile	96
Q1	97
median	98
Q3	99
95-th percentile	100
Maximum	100
Range	83
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5283891
Coefficient of variation (CV)	0.015622322
Kurtosis	505.5081
Mean	97.833665
Median Absolute Deviation (MAD)	1
Skewness	-10.850448
Sum	1571013
Variance	2.3359731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
98	4582	6.3%
99	4506	6.2%
97	3174	4.3%
96	1957	2.7%
100	1174	1.6%
95	538	0.7%
94	66	0.1%
93	20	< 0.1%
92	12	< 0.1%
91	8	< 0.1%
Other values (9)	21	< 0.1%
(Missing)	57067	78.0%

Value	Count	Frequency (%)
17	1	< 0.1%
71	2	< 0.1%
75	1	< 0.1%
77	1	< 0.1%
80	1	< 0.1%
87	2	< 0.1%
88	2	< 0.1%
89	4	< 0.1%
90	7	< 0.1%
91	8	< 0.1%

Value	Count	Frequency (%)
100	1174	1.6%
99	4506	6.2%
98	4582	6.3%
97	3174	4.3%
96	1957	2.7%
95	538	0.7%
94	66	0.1%
93	20	< 0.1%
92	12	< 0.1%
91	8	< 0.1%

height_m
Real number (ℝ)

Missing

Distinct	55
Distinct (%)	10.2%
Missing	72586
Missing (%)	99.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.6317996

Minimum	1.01
Maximum	1.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.01
5-th percentile	1.5
Q1	1.57
median	1.63
Q3	1.685
95-th percentile	1.8
Maximum	1.94
Range	0.93
Interquartile range (IQR)	0.115

Descriptive statistics

Standard deviation	0.1031651
Coefficient of variation (CV)	0.063221671
Kurtosis	5.7614824
Mean	1.6317996
Median Absolute Deviation (MAD)	0.06
Skewness	-1.0134457
Sum	879.54
Variance	0.010643038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.65	53	0.1%
1.6	45	0.1%
1.7	30	< 0.1%
1.67	30	< 0.1%
1.57	30	< 0.1%
1.68	27	< 0.1%
1.63	24	< 0.1%
1.58	21	< 0.1%
1.59	19	< 0.1%
1.62	19	< 0.1%
Other values (45)	241	0.3%
(Missing)	72586	99.3%

Value	Count	Frequency (%)
1.01	1	< 0.1%
1.05	1	< 0.1%
1.15	1	< 0.1%
1.19	1	< 0.1%
1.2	1	< 0.1%
1.25	1	< 0.1%
1.37	1	< 0.1%
1.38	1	< 0.1%
1.4	3	< 0.1%
1.41	1	< 0.1%

Value	Count	Frequency (%)
1.94	1	< 0.1%
1.91	2	< 0.1%
1.88	2	< 0.1%
1.87	1	< 0.1%
1.86	2	< 0.1%
1.85	1	< 0.1%
1.84	2	< 0.1%
1.83	5	< 0.1%
1.82	1	< 0.1%
1.81	3	< 0.1%

weight_kg
Real number (ℝ)

Missing

Distinct	905
Distinct (%)	4.7%
Missing	53787
Missing (%)	73.6%
Infinite	0
Infinite (%)	0.0%
Mean	71.346157

Minimum	34
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	34
5-th percentile	50.4
Q1	59.7
median	68.6
Q3	80.5
95-th percentile	101
Maximum	200
Range	166
Interquartile range (IQR)	20.8

Descriptive statistics

Standard deviation	15.844653
Coefficient of variation (CV)	0.22208138
Kurtosis	1.2894844
Mean	71.346157
Median Absolute Deviation (MAD)	10.2
Skewness	0.91593816
Sum	1379692
Variance	251.05303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	119	0.2%
68	92	0.1%
65	88	0.1%
57	87	0.1%
70	86	0.1%
62	85	0.1%
61	81	0.1%
59	78	0.1%
80	77	0.1%
75	76	0.1%
Other values (895)	18469	25.3%
(Missing)	53787	73.6%

Value	Count	Frequency (%)
34	2	< 0.1%
34.1	1	< 0.1%
34.6	1	< 0.1%
35.1	1	< 0.1%
35.3	1	< 0.1%
35.5	1	< 0.1%
35.8	2	< 0.1%
36.4	1	< 0.1%
37	1	< 0.1%
37.6	1	< 0.1%

Value	Count	Frequency (%)
200	1	< 0.1%
171	1	< 0.1%
168.8	1	< 0.1%
162.2	1	< 0.1%
154	1	< 0.1%
153.9	1	< 0.1%
151	1	< 0.1%
150	1	< 0.1%
147.2	1	< 0.1%
146.3	1	< 0.1%

bmi
Real number (ℝ)

Missing

Distinct	3548
Distinct (%)	40.9%
Missing	64455
Missing (%)	88.1%
Infinite	0
Infinite (%)	0.0%
Mean	26.831655

Minimum	14
Maximum	70.025559
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	14
5-th percentile	18.5
Q1	21.8
median	25.449033
Q3	30.710886
95-th percentile	39.4055
Maximum	70.025559
Range	56.025559
Interquartile range (IQR)	8.9108864

Descriptive statistics

Standard deviation	6.6371548
Coefficient of variation (CV)	0.24736285
Kurtosis	1.3039513
Mean	26.831655
Median Absolute Deviation (MAD)	4.1954115
Skewness	0.99787835
Sum	232630.45
Variance	44.051824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.5	34	< 0.1%
20.8	33	< 0.1%
20.3	28	< 0.1%
32.20983382	28	< 0.1%
22.2	28	< 0.1%
20.5	28	< 0.1%
21.9	28	< 0.1%
23	27	< 0.1%
25	27	< 0.1%
19.9	26	< 0.1%
Other values (3538)	8383	11.5%
(Missing)	64455	88.1%

Value	Count	Frequency (%)
14	1	< 0.1%
14.2	1	< 0.1%
14.7	1	< 0.1%
15.07967021	1	< 0.1%
15.1	1	< 0.1%
15.24	1	< 0.1%
15.26947108	1	< 0.1%
15.3	2	< 0.1%
15.33897235	1	< 0.1%
15.37750029	1	< 0.1%

Value	Count	Frequency (%)
70.02555933	1	< 0.1%
67.29678639	1	< 0.1%
65.89	1	< 0.1%
64.09989594	1	< 0.1%
62.84	1	< 0.1%
60.38647343	1	< 0.1%
58.62	1	< 0.1%
57	1	< 0.1%
56.42	1	< 0.1%
56.1	1	< 0.1%

waist_circumference
Real number (ℝ)

Missing

Distinct	195
Distinct (%)	12.4%
Missing	71558
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	321.67863

Minimum	0.6
Maximum	9150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.6
5-th percentile	0.76
Q1	0.92
median	1.06
Q3	792.5
95-th percentile	1030
Maximum	9150
Range	9149.4
Interquartile range (IQR)	791.58

Descriptive statistics

Standard deviation	485.87768
Coefficient of variation (CV)	1.5104444
Kurtosis	67.939241
Mean	321.67863
Median Absolute Deviation (MAD)	0.23
Skewness	4.3240911
Sum	504070.42
Variance	236077.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	43	0.1%
0.93	41	0.1%
0.96	31	< 0.1%
0.97	30	< 0.1%
0.88	27	< 0.1%
0.92	27	< 0.1%
1.03	27	< 0.1%
0.9	27	< 0.1%
0.95	27	< 0.1%
0.94	25	< 0.1%
Other values (185)	1262	1.7%
(Missing)	71558	97.9%

Value	Count	Frequency (%)
0.6	1	< 0.1%
0.62	2	< 0.1%
0.63	1	< 0.1%
0.65	1	< 0.1%
0.66	3	< 0.1%
0.67	1	< 0.1%
0.68	3	< 0.1%
0.69	8	< 0.1%
0.7	8	< 0.1%
0.71	8	< 0.1%

Value	Count	Frequency (%)
9150	1	< 0.1%
1510	1	< 0.1%
1450	1	< 0.1%
1435	1	< 0.1%
1400	1	< 0.1%
1330	1	< 0.1%
1310	1	< 0.1%
1300	1	< 0.1%
1295	1	< 0.1%
1280	2	< 0.1%

temp_mean_c
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.503477

Minimum	4.9788208
Maximum	26.32251
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	4.9788208
5-th percentile	8.0166565
Q1	12.157227
median	14.003479
Q3	16.490295
95-th percentile	21.866541
Maximum	26.32251
Range	21.343689
Interquartile range (IQR)	4.3330688

Descriptive statistics

Standard deviation	4.0426477
Coefficient of variation (CV)	0.27873644
Kurtosis	-0.074260038
Mean	14.503477
Median Absolute Deviation (MAD)	2.2520447
Skewness	0.24395347
Sum	12879.088
Variance	16.343001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.02294922	25	< 0.1%
14.52282715	24	< 0.1%
16.49029541	24	< 0.1%
13.7321167	23	< 0.1%
14.79125977	22	< 0.1%
13.00952148	18	< 0.1%
12.40130615	18	< 0.1%
13.75262451	18	< 0.1%
14.50860596	14	< 0.1%
12.15722656	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
4.978820801	6	< 0.1%
5.109008789	1	< 0.1%
5.455688477	1	< 0.1%
5.722167969	2	< 0.1%
6.002105713	1	< 0.1%
6.120361328	2	< 0.1%
6.347808838	1	< 0.1%
6.399993896	3	< 0.1%
6.561828613	1	< 0.1%
6.585113525	2	< 0.1%

Value	Count	Frequency (%)
26.32250977	2	< 0.1%
26.01004028	2	< 0.1%
24.82562256	2	< 0.1%
24.11071777	3	< 0.1%
23.95492554	2	< 0.1%
23.51043701	2	< 0.1%
23.33062744	1	< 0.1%
23.30984497	4	< 0.1%
23.24798584	2	< 0.1%
22.81735229	1	< 0.1%

temp_max_c
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	21.966913

Minimum	9.5418701
Maximum	36.241394
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	9.5418701
5-th percentile	14.266785
Q1	19.648193
median	22.58963
Q3	24.063721
95-th percentile	28.567322
Maximum	36.241394
Range	26.699524
Interquartile range (IQR)	4.4155273

Descriptive statistics

Standard deviation	4.1913155
Coefficient of variation (CV)	0.1908013
Kurtosis	0.40134385
Mean	21.966913
Median Absolute Deviation (MAD)	2.315094
Skewness	-0.23473885
Sum	19506.619
Variance	17.567126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.17623901	25	< 0.1%
23.16622925	24	< 0.1%
22.77563477	24	< 0.1%
23.36032104	23	< 0.1%
23.03997803	22	< 0.1%
17.52896118	18	< 0.1%
15.09567261	18	< 0.1%
21.38180542	18	< 0.1%
23.33581543	14	< 0.1%
20.25869751	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
9.541870117	1	< 0.1%
10.09637451	1	< 0.1%
10.15402222	2	< 0.1%
10.5425415	2	< 0.1%
11.05343628	2	< 0.1%
11.09521484	6	< 0.1%
11.253479	5	< 0.1%
11.42660522	1	< 0.1%
12.54632568	2	< 0.1%
13.31860352	2	< 0.1%

Value	Count	Frequency (%)
36.24139404	2	< 0.1%
33.42169189	2	< 0.1%
32.300354	3	< 0.1%
31.34558105	2	< 0.1%
30.7171936	2	< 0.1%
30.39492798	2	< 0.1%
30.23547363	1	< 0.1%
30.12173462	3	< 0.1%
30.06210327	4	< 0.1%
29.97494507	1	< 0.1%

temp_min_c
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	8.1055112

Minimum	-1.4849548
Maximum	19.463043
Zeros	0
Zeros (%)	0.0%
Negative	26
Negative (%)	< 0.1%
Memory size	571.4 KiB

Quantile statistics

Minimum	-1.4849548
5-th percentile	1.4329224
Q1	5.2141113
median	7.456543
Q3	10.378067
95-th percentile	16.693787
Maximum	19.463043
Range	20.947998
Interquartile range (IQR)	5.1639557

Descriptive statistics

Standard deviation	4.5279855
Coefficient of variation (CV)	0.55863046
Kurtosis	-0.31371425
Mean	8.1055112
Median Absolute Deviation (MAD)	2.7251282
Skewness	0.44596746
Sum	7197.6939
Variance	20.502652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.018005371	25	< 0.1%
7.663757324	24	< 0.1%
9.766357422	24	< 0.1%
5.751159668	23	< 0.1%
7.757965088	22	< 0.1%
7.419403076	18	< 0.1%
10.37237549	18	< 0.1%
6.828063965	18	< 0.1%
6.429504395	14	< 0.1%
5.214111328	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
-1.484954834	1	< 0.1%
-1.469390869	1	< 0.1%
-1.309082031	1	< 0.1%
-0.926361084	1	< 0.1%
-0.7995910645	6	< 0.1%
-0.5557556152	4	< 0.1%
-0.272064209	4	< 0.1%
-0.1050415039	1	< 0.1%
-0.07550048828	1	< 0.1%
-0.07403564453	6	< 0.1%

Value	Count	Frequency (%)
19.46304321	2	< 0.1%
19.11810303	3	< 0.1%
19.034729	2	< 0.1%
18.97232056	2	< 0.1%
18.83135986	2	< 0.1%
18.68704224	1	< 0.1%
18.18920898	1	< 0.1%
18.04443359	1	< 0.1%
18.01577759	5	< 0.1%
17.97268677	2	< 0.1%

temp_range_c
Real number (ℝ)

Missing

Distinct	295
Distinct (%)	33.2%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	13.861402

Minimum	2.9534912
Maximum	21.440765
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	2.9534912
5-th percentile	7.4714859
Q1	12.209167
median	14.553741
Q3	16.158234
95-th percentile	17.825395
Maximum	21.440765
Range	18.487274
Interquartile range (IQR)	3.9490662

Descriptive statistics

Standard deviation	3.2813658
Coefficient of variation (CV)	0.23672683
Kurtosis	0.8729343
Mean	13.861402
Median Absolute Deviation (MAD)	1.9451141
Skewness	-0.92373391
Sum	12308.925
Variance	10.767362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.15823364	25	< 0.1%
13.00927734	24	< 0.1%
15.50247192	24	< 0.1%
17.60916138	23	< 0.1%
15.28201294	22	< 0.1%
10.10955811	18	< 0.1%
4.723297119	18	< 0.1%
14.55374146	18	< 0.1%
16.90631104	14	< 0.1%
15.04458618	13	< 0.1%
Other values (285)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
2.953491211	2	< 0.1%
3.429077148	1	< 0.1%
4.247802734	1	< 0.1%
4.465515137	5	< 0.1%
4.512695312	2	< 0.1%
4.608520508	2	< 0.1%
4.723297119	18	< 0.1%
5.088165283	1	< 0.1%
5.495483398	1	< 0.1%
5.680145264	1	< 0.1%

Value	Count	Frequency (%)
21.44076538	1	< 0.1%
20.66549683	1	< 0.1%
20.44842529	2	< 0.1%
20.21044922	2	< 0.1%
19.79614258	4	< 0.1%
19.29837036	1	< 0.1%
19.04315186	7	< 0.1%
18.96252441	7	< 0.1%
18.76193237	1	< 0.1%
18.67874146	3	< 0.1%

temp_lag1d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.503477

Minimum	4.9788208
Maximum	26.32251
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	4.9788208
5-th percentile	8.0166565
Q1	12.157227
median	14.003479
Q3	16.490295
95-th percentile	21.866541
Maximum	26.32251
Range	21.343689
Interquartile range (IQR)	4.3330688

Descriptive statistics

Standard deviation	4.0426477
Coefficient of variation (CV)	0.27873644
Kurtosis	-0.074260038
Mean	14.503477
Median Absolute Deviation (MAD)	2.2520447
Skewness	0.24395347
Sum	12879.088
Variance	16.343001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.02294922	25	< 0.1%
14.52282715	24	< 0.1%
16.49029541	24	< 0.1%
13.7321167	23	< 0.1%
14.79125977	22	< 0.1%
13.00952148	18	< 0.1%
12.40130615	18	< 0.1%
13.75262451	18	< 0.1%
14.50860596	14	< 0.1%
12.15722656	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
4.978820801	6	< 0.1%
5.109008789	1	< 0.1%
5.455688477	1	< 0.1%
5.722167969	2	< 0.1%
6.002105713	1	< 0.1%
6.120361328	2	< 0.1%
6.347808838	1	< 0.1%
6.399993896	3	< 0.1%
6.561828613	1	< 0.1%
6.585113525	2	< 0.1%

Value	Count	Frequency (%)
26.32250977	2	< 0.1%
26.01004028	2	< 0.1%
24.82562256	2	< 0.1%
24.11071777	3	< 0.1%
23.95492554	2	< 0.1%
23.51043701	2	< 0.1%
23.33062744	1	< 0.1%
23.30984497	4	< 0.1%
23.24798584	2	< 0.1%
22.81735229	1	< 0.1%

temp_lag3d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.582194

Minimum	6.528066
Maximum	25.396169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	6.528066
5-th percentile	8.5402222
Q1	12.411395
median	14.109039
Q3	16.693186
95-th percentile	21.307429
Maximum	25.396169
Range	18.868103
Interquartile range (IQR)	4.2817917

Descriptive statistics

Standard deviation	3.8480293
Coefficient of variation (CV)	0.26388548
Kurtosis	-0.36058754
Mean	14.582194
Median Absolute Deviation (MAD)	2.2449646
Skewness	0.30674608
Sum	12948.988
Variance	14.807329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.04130046	25	< 0.1%
15.05118815	24	< 0.1%
16.69318644	24	< 0.1%
14.75929769	23	< 0.1%
14.10903931	22	< 0.1%
13.07942708	18	< 0.1%
13.89194743	18	< 0.1%
13.05448405	18	< 0.1%
14.21485392	14	< 0.1%
13.33895874	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
6.528065999	3	< 0.1%
6.811462402	1	< 0.1%
7.012400309	2	< 0.1%
7.103403727	1	< 0.1%
7.118103027	1	< 0.1%
7.206787109	6	< 0.1%
7.221354167	1	< 0.1%
7.328796387	1	< 0.1%
7.524027507	2	< 0.1%
7.571105957	1	< 0.1%

Value	Count	Frequency (%)
25.39616903	2	< 0.1%
24.63198853	2	< 0.1%
24.16194661	2	< 0.1%
24.11238607	1	< 0.1%
23.51117961	1	< 0.1%
23.11790975	2	< 0.1%
22.91533407	1	< 0.1%
22.60540771	3	< 0.1%
22.55063883	2	< 0.1%
22.48996989	2	< 0.1%

temp_lag7d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.666129

Minimum	6.8862043
Maximum	24.436964
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	6.8862043
5-th percentile	8.4798226
Q1	12.32496
median	14.404454
Q3	16.525761
95-th percentile	21.399849
Maximum	24.436964
Range	17.550759
Interquartile range (IQR)	4.2008013

Descriptive statistics

Standard deviation	3.698337
Coefficient of variation (CV)	0.25216858
Kurtosis	-0.40421102
Mean	14.666129
Median Absolute Deviation (MAD)	2.0794939
Skewness	0.27711551
Sum	13023.522
Variance	13.677696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.19352504	25	< 0.1%
14.49659947	24	< 0.1%
16.39328003	24	< 0.1%
14.59982736	23	< 0.1%
14.56769235	22	< 0.1%
14.79554967	18	< 0.1%
15.25706264	18	< 0.1%
14.40445382	18	< 0.1%
14.23242188	14	< 0.1%
13.90238735	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
6.886204311	1	< 0.1%
7.024466378	2	< 0.1%
7.482727051	2	< 0.1%
7.501918248	6	< 0.1%
7.71282959	1	< 0.1%
7.757899693	4	< 0.1%
7.934879848	1	< 0.1%
7.983655657	1	< 0.1%
7.992880685	3	< 0.1%
8.057128906	4	< 0.1%

Value	Count	Frequency (%)
24.43696376	1	< 0.1%
24.20197405	2	< 0.1%
23.83976092	1	< 0.1%
23.56842913	3	< 0.1%
22.4234096	2	< 0.1%
22.32135882	1	< 0.1%
22.04007394	5	< 0.1%
22.02305385	1	< 0.1%
21.99434989	5	< 0.1%
21.94569179	1	< 0.1%

temp_lag14d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.850526

Minimum	7.8528551
Maximum	22.647117
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	7.8528551
5-th percentile	9.2700983
Q1	12.169412
median	14.644039
Q3	17.332783
95-th percentile	21.334483
Maximum	22.647117
Range	14.794261
Interquartile range (IQR)	5.1633704

Descriptive statistics

Standard deviation	3.6310447
Coefficient of variation (CV)	0.24450614
Kurtosis	-0.71471804
Mean	14.850526
Median Absolute Deviation (MAD)	2.4789145
Skewness	0.27508636
Sum	13187.267
Variance	13.184486
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.07871137	25	< 0.1%
14.87683105	24	< 0.1%
16.66535732	24	< 0.1%
14.69768851	23	< 0.1%
14.39576721	22	< 0.1%
15.46229117	18	< 0.1%
15.62964521	18	< 0.1%
15.39886693	18	< 0.1%
14.36451067	14	< 0.1%
14.23503985	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
7.852855137	3	< 0.1%
7.885607038	1	< 0.1%
8.061192104	1	< 0.1%
8.065189907	1	< 0.1%
8.105303083	4	< 0.1%
8.283695766	2	< 0.1%
8.335658482	1	< 0.1%
8.338368007	2	< 0.1%
8.411863055	2	< 0.1%
8.426509312	2	< 0.1%

Value	Count	Frequency (%)
22.64711652	3	< 0.1%
22.2319118	1	< 0.1%
22.04961722	5	< 0.1%
22.04314532	1	< 0.1%
21.98414176	1	< 0.1%
21.93500192	2	< 0.1%
21.89841134	1	< 0.1%
21.83843776	2	< 0.1%
21.7681318	2	< 0.1%
21.73793466	1	< 0.1%

temp_lag21d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.971551

Minimum	8.2628421
Maximum	21.927034
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	8.2628421
5-th percentile	9.5275522
Q1	12.289772
median	15.073832
Q3	17.250674
95-th percentile	21.208546
Maximum	21.927034
Range	13.664192
Interquartile range (IQR)	4.9609026

Descriptive statistics

Standard deviation	3.5603356
Coefficient of variation (CV)	0.23780672
Kurtosis	-0.83935337
Mean	14.971551
Median Absolute Deviation (MAD)	2.5709882
Skewness	0.21728168
Sum	13294.738
Variance	12.67599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.35288929	25	< 0.1%
15.2519633	24	< 0.1%
16.52548654	24	< 0.1%
15.17480323	23	< 0.1%
15.07383219	22	< 0.1%
16.03476097	18	< 0.1%
16.1992885	18	< 0.1%
15.91172282	18	< 0.1%
14.66202799	14	< 0.1%
14.23130726	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
8.262842088	1	< 0.1%
8.456750779	2	< 0.1%
8.47807094	1	< 0.1%
8.537514823	3	< 0.1%
8.575930641	1	< 0.1%
8.783253988	1	< 0.1%
8.788789295	2	< 0.1%
8.791756766	1	< 0.1%
8.79528518	4	< 0.1%
8.796007429	1	< 0.1%

Value	Count	Frequency (%)
21.92703392	2	< 0.1%
21.91995385	1	< 0.1%
21.80487351	1	< 0.1%
21.74970209	2	< 0.1%
21.69184948	2	< 0.1%
21.66524542	1	< 0.1%
21.66475423	1	< 0.1%
21.65684001	1	< 0.1%
21.65609596	3	< 0.1%
21.63481503	1	< 0.1%

temp_lag30d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	15.176459

Minimum	8.5436798
Maximum	21.773014
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	8.5436798
5-th percentile	9.8961349
Q1	12.162722
median	15.584126
Q3	17.198543
95-th percentile	21.25174
Maximum	21.773014
Range	13.229335
Interquartile range (IQR)	5.0358215

Descriptive statistics

Standard deviation	3.5118803
Coefficient of variation (CV)	0.23140314
Kurtosis	-0.90352245
Mean	15.176459
Median Absolute Deviation (MAD)	2.6350779
Skewness	0.13540262
Sum	13476.696
Variance	12.333303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.98465576	25	< 0.1%
15.92819722	24	< 0.1%
17.09950765	24	< 0.1%
15.77799683	23	< 0.1%
15.58412577	22	< 0.1%
16.23932393	18	< 0.1%
16.45068054	18	< 0.1%
16.0702006	18	< 0.1%
15.18809102	14	< 0.1%
14.81941935	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
8.54367981	1	< 0.1%
8.57419637	2	< 0.1%
8.57488505	3	< 0.1%
8.654159546	1	< 0.1%
8.733612061	1	< 0.1%
8.944787598	2	< 0.1%
8.992101034	1	< 0.1%
9.013632202	1	< 0.1%
9.109289551	1	< 0.1%
9.140966797	2	< 0.1%

Value	Count	Frequency (%)
21.77301432	3	< 0.1%
21.74440816	1	< 0.1%
21.67832947	1	< 0.1%
21.60567627	1	< 0.1%
21.54058838	2	< 0.1%
21.50557149	1	< 0.1%
21.49080302	2	< 0.1%
21.44036458	2	< 0.1%
21.43677673	1	< 0.1%
21.43131002	1	< 0.1%

temp_variability_7d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.3868453

Minimum	0.32363731
Maximum	6.1832705
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.32363731
5-th percentile	0.44317504
Q1	0.81322763
median	1.2300129
Q3	1.689106
95-th percentile	2.8294958
Maximum	6.1832705
Range	5.8596332
Interquartile range (IQR)	0.87587834

Descriptive statistics

Standard deviation	0.79131031
Coefficient of variation (CV)	0.57058297
Kurtosis	6.6663669
Mean	1.3868453
Median Absolute Deviation (MAD)	0.44061814
Skewness	1.8258614
Sum	1231.5186
Variance	0.626172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.236932848	25	< 0.1%
0.9516152744	24	< 0.1%
0.4618736344	24	< 0.1%
0.7886561119	23	< 0.1%
0.7592471711	22	< 0.1%
1.689105971	18	< 0.1%
1.555869471	18	< 0.1%
1.541823159	18	< 0.1%
0.4194631588	14	< 0.1%
0.9149536132	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
0.3236373111	2	< 0.1%
0.3602052683	2	< 0.1%
0.3684513305	1	< 0.1%
0.3762599142	12	< 0.1%
0.4194631588	14	< 0.1%
0.4210551693	4	< 0.1%
0.4421420235	10	< 0.1%
0.445093493	4	< 0.1%
0.4618736344	24	< 0.1%
0.4772393866	1	< 0.1%

Value	Count	Frequency (%)
6.183270538	5	< 0.1%
3.819523766	2	< 0.1%
3.698445628	3	< 0.1%
3.567211977	1	< 0.1%
3.344920511	1	< 0.1%
3.288690275	2	< 0.1%
3.148372968	1	< 0.1%
3.135033229	1	< 0.1%
3.121211102	2	< 0.1%
3.014122245	2	< 0.1%

temp_variability_30d
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.9550827

Minimum	0.93819037
Maximum	4.5627344
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.93819037
5-th percentile	1.2130117
Q1	1.5969549
median	1.7942443
Q3	2.2763114
95-th percentile	2.8580624
Maximum	4.5627344
Range	3.624544
Interquartile range (IQR)	0.67935649

Descriptive statistics

Standard deviation	0.55233943
Coefficient of variation (CV)	0.28251462
Kurtosis	2.4626191
Mean	1.9550827
Median Absolute Deviation (MAD)	0.31596297
Skewness	1.1489426
Sum	1736.1134
Variance	0.30507885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.593421118	25	< 0.1%
1.614783646	24	< 0.1%
1.794244316	24	< 0.1%
1.602029339	23	< 0.1%
1.586562359	22	< 0.1%
1.735176535	18	< 0.1%
1.714242478	18	< 0.1%
1.721540127	18	< 0.1%
1.402436563	14	< 0.1%
1.299776302	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
0.9381903747	4	< 0.1%
1.017500455	1	< 0.1%
1.026124002	2	< 0.1%
1.035188129	1	< 0.1%
1.035631542	1	< 0.1%
1.036591022	2	< 0.1%
1.048497734	2	< 0.1%
1.04934279	1	< 0.1%
1.106196138	1	< 0.1%
1.111699233	2	< 0.1%

Value	Count	Frequency (%)
4.562734396	5	< 0.1%
3.973386212	2	< 0.1%
3.805440056	1	< 0.1%
3.744325364	2	< 0.1%
3.668824318	1	< 0.1%
3.61430973	2	< 0.1%
3.532342524	1	< 0.1%
3.420205781	1	< 0.1%
3.273138693	1	< 0.1%
3.233709246	2	< 0.1%

apparent_temp
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	26.833529

Minimum	8.2246424
Maximum	53.466557
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	8.2246424
5-th percentile	14.642363
Q1	22.783892
median	27.608551
Q3	30.125997
95-th percentile	38.229124
Maximum	53.466557
Range	45.241915
Interquartile range (IQR)	7.3421048

Descriptive statistics

Standard deviation	6.9327427
Coefficient of variation (CV)	0.2583612
Kurtosis	0.44204015
Mean	26.833529
Median Absolute Deviation (MAD)	3.8270046
Skewness	0.039399906
Sum	23828.174
Variance	48.062922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.32088673	25	< 0.1%
28.58534679	24	< 0.1%
27.9225429	24	< 0.1%
28.91643949	23	< 0.1%
28.37059915	22	< 0.1%
19.47193396	18	< 0.1%
15.83865234	18	< 0.1%
25.59539311	18	< 0.1%
28.87457285	14	< 0.1%
23.76349214	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
8.224642362	1	< 0.1%
8.942428972	1	< 0.1%
9.017591841	2	< 0.1%
9.52680753	2	< 0.1%
10.203446	2	< 0.1%
10.25913158	6	< 0.1%
10.47056221	5	< 0.1%
10.70272539	1	< 0.1%
12.22642514	2	< 0.1%
13.29968545	2	< 0.1%

Value	Count	Frequency (%)
53.4665569	2	< 0.1%
47.65840693	2	< 0.1%
45.41623877	3	< 0.1%
43.53745298	2	< 0.1%
42.31614398	2	< 0.1%
41.69448861	2	< 0.1%
41.38807394	1	< 0.1%
41.16998333	3	< 0.1%
41.05580046	4	< 0.1%
40.88910458	1	< 0.1%

temp_anomaly
Real number (ℝ)

Missing

Distinct	296
Distinct (%)	33.3%
Missing	72237
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	-0.67298189

Minimum	-10.616883
Maximum	7.4131765
Zeros	0
Zeros (%)	0.0%
Negative	610
Negative (%)	0.8%
Memory size	571.4 KiB

Quantile statistics

Minimum	-10.616883
5-th percentile	-4.0493744
Q1	-2.0458801
median	-0.67948507
Q3	0.32712504
95-th percentile	3.4283661
Maximum	7.4131765
Range	18.03006
Interquartile range (IQR)	2.3730052

Descriptive statistics

Standard deviation	2.4078335
Coefficient of variation (CV)	-3.5778578
Kurtosis	1.7336624
Mean	-0.67298189
Median Absolute Deviation (MAD)	1.281367
Skewness	-0.13545401
Sum	-597.60791
Variance	5.7976621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.03829345703	25	< 0.1%
-1.405370076	24	< 0.1%
-0.6092122396	24	< 0.1%
-2.045880127	23	< 0.1%
-0.7928660075	22	< 0.1%
-3.22980245	18	< 0.1%
-4.04937439	18	< 0.1%
-2.31757609	18	< 0.1%
-0.6794850667	14	< 0.1%
-2.66219279	13	< 0.1%
Other values (286)	689	0.9%
(Missing)	72237	98.8%

Value	Count	Frequency (%)
-10.61688334	5	< 0.1%
-7.18390096	6	< 0.1%
-6.792049154	4	< 0.1%
-6.050920614	1	< 0.1%
-6.0396993	1	< 0.1%
-6.000528971	1	< 0.1%
-5.950136312	2	< 0.1%
-5.824041748	2	< 0.1%
-5.525768026	2	< 0.1%
-5.472108968	3	< 0.1%

Value	Count	Frequency (%)
7.413176473	2	< 0.1%
5.941556803	3	< 0.1%
5.65585022	1	< 0.1%
5.338481649	2	< 0.1%
5.162606812	5	< 0.1%
4.975940959	2	< 0.1%
4.86237793	2	< 0.1%
4.678160604	2	< 0.1%
4.352469889	6	< 0.1%
4.132304891	1	< 0.1%

heat_wave_day
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	0.2%
Missing	72237
Missing (%)	98.8%
Memory size	571.4 KiB

0.0	867
1.0	21

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2664
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	867	1.2%
1.0	21	< 0.1%
(Missing)	72237	98.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	867	97.6%
1.0	21	2.4%

Most occurring characters

Value	Count	Frequency (%)
0	1755	65.9%
.	888	33.3%
1	21	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1776	66.7%
Other Punctuation	888	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1755	98.8%
1	21	1.2%

Other Punctuation

Value	Count	Frequency (%)
.	888	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2664	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1755	65.9%
.	888	33.3%
1	21	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2664	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1755	65.9%
.	888	33.3%
1	21	0.8%

heat_stress_category
Categorical

Imbalance Missing

Distinct	5
Distinct (%)	0.6%
Missing	72237
Missing (%)	98.8%
Memory size	571.4 KiB

Comfortable	668
Warm	150
Cold	49
Hot	19
Extreme Heat	2

Length

Max length	12
Median length	11
Mean length	9.2623874
Min length	3

Characters and Unicode

Total characters	8225
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cold
2nd row	Comfortable
3rd row	Warm
4th row	Warm
5th row	Warm

Common Values

Value	Count	Frequency (%)
Comfortable	668	0.9%
Warm	150	0.2%
Cold	49	0.1%
Hot	19	< 0.1%
Extreme Heat	2	< 0.1%
(Missing)	72237	98.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
comfortable	668	75.1%
warm	150	16.9%
cold	49	5.5%
hot	19	2.1%
extreme	2	0.2%
heat	2	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	1404	17.1%
m	820	10.0%
r	820	10.0%
a	820	10.0%
C	717	8.7%
l	717	8.7%
t	691	8.4%
e	674	8.2%
f	668	8.1%
b	668	8.1%
Other values (6)	226	2.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7333	89.2%
Uppercase Letter	890	10.8%
Space Separator	2	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	1404	19.1%
m	820	11.2%
r	820	11.2%
a	820	11.2%
l	717	9.8%
t	691	9.4%
e	674	9.2%
f	668	9.1%
b	668	9.1%
d	49	0.7%

Uppercase Letter

Value	Count	Frequency (%)
C	717	80.6%
W	150	16.9%
H	21	2.4%
E	2	0.2%

Space Separator

Value	Count	Frequency (%)
	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8223	> 99.9%
Common	2	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	1404	17.1%
m	820	10.0%
r	820	10.0%
a	820	10.0%
C	717	8.7%
l	717	8.7%
t	691	8.4%
e	674	8.2%
f	668	8.1%
b	668	8.1%
Other values (5)	224	2.7%

Common

Value	Count	Frequency (%)
	2	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8225	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	1404	17.1%
m	820	10.0%
r	820	10.0%
a	820	10.0%
C	717	8.7%
l	717	8.7%
t	691	8.4%
e	674	8.2%
f	668	8.1%
b	668	8.1%
Other values (6)	226	2.7%

fasting_insulin
Real number (ℝ)

Missing

Distinct	615
Distinct (%)	35.9%
Missing	71412
Missing (%)	97.7%
Infinite	0
Infinite (%)	0.0%
Mean	10.371967

Minimum	1.2
Maximum	160
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.2
5-th percentile	1.99
Q1	4.52
median	8.3
Q3	13.3
95-th percentile	25.64
Maximum	160
Range	158.8
Interquartile range (IQR)	8.78

Descriptive statistics

Standard deviation	9.620464
Coefficient of variation (CV)	0.92754477
Kurtosis	70.654931
Mean	10.371967
Median Absolute Deviation (MAD)	4.1
Skewness	5.8228406
Sum	17767.18
Variance	92.553328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.99	109	0.1%
1.9	32	< 0.1%
4.6	16	< 0.1%
4.7	13	< 0.1%
9.7	13	< 0.1%
10.3	13	< 0.1%
12.3	13	< 0.1%
10.7	12	< 0.1%
4.2	12	< 0.1%
3.6	11	< 0.1%
Other values (605)	1469	2.0%
(Missing)	71412	97.7%

Value	Count	Frequency (%)
1.2	1	< 0.1%
1.3	1	< 0.1%
1.7	1	< 0.1%
1.8	2	< 0.1%
1.9	32	< 0.1%
1.99	109	0.1%
2	3	< 0.1%
2.01	3	< 0.1%
2.02	1	< 0.1%
2.06	1	< 0.1%

Value	Count	Frequency (%)
160	1	< 0.1%
156	1	< 0.1%
87.9	1	< 0.1%
77.7	1	< 0.1%
74.7	1	< 0.1%
62	1	< 0.1%
58.9	1	< 0.1%
58.1	1	< 0.1%
54	1	< 0.1%
50	1	< 0.1%

hba1c
Real number (ℝ)

Missing

Distinct	77
Distinct (%)	7.8%
Missing	72140
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	6.057868

Minimum	3.9
Maximum	20.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	3.9
5-th percentile	4.8
Q1	5.4
median	5.8
Q3	6.3
95-th percentile	8.3
Maximum	20.5
Range	16.6
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	1.361365
Coefficient of variation (CV)	0.22472674
Kurtosis	22.288068
Mean	6.057868
Median Absolute Deviation (MAD)	0.5
Skewness	3.7109478
Sum	5967
Variance	1.8533146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.4	65	0.1%
5.8	62	0.1%
5.3	61	0.1%
5.7	60	0.1%
5.5	56	0.1%
6	50	0.1%
5.6	50	0.1%
6.2	43	0.1%
6.1	42	0.1%
6.4	42	0.1%
Other values (67)	454	0.6%
(Missing)	72140	98.7%

Value	Count	Frequency (%)
3.9	1	< 0.1%
4	2	< 0.1%
4.1	2	< 0.1%
4.2	2	< 0.1%
4.3	6	< 0.1%
4.4	3	< 0.1%
4.5	3	< 0.1%
4.6	10	< 0.1%
4.7	10	< 0.1%
4.8	14	< 0.1%

Value	Count	Frequency (%)
20.5	1	< 0.1%
14.8	1	< 0.1%
14	1	< 0.1%
13.8	1	< 0.1%
13.6	2	< 0.1%
13.3	1	< 0.1%
12.8	1	< 0.1%
12.6	1	< 0.1%
12.5	1	< 0.1%
12.3	1	< 0.1%

hs_crp
Real number (ℝ)

Missing

Distinct	303
Distinct (%)	31.7%
Missing	72170
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.1122513

Minimum	0.3
Maximum	275.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.4
Q1	1.55
median	3.6
Q3	8.4
95-th percentile	23.3
Maximum	275.3
Range	275
Interquartile range (IQR)	6.85

Descriptive statistics

Standard deviation	13.263993
Coefficient of variation (CV)	1.86495
Kurtosis	186.14507
Mean	7.1122513
Median Absolute Deviation (MAD)	2.5
Skewness	10.738867
Sum	6792.2
Variance	175.93352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	42	0.1%
0.6	17	< 0.1%
1.1	16	< 0.1%
0.8	16	< 0.1%
1.3	16	< 0.1%
1.2	16	< 0.1%
1.5	13	< 0.1%
2.7	12	< 0.1%
0.9	12	< 0.1%
1.8	12	< 0.1%
Other values (293)	783	1.1%
(Missing)	72170	98.7%

Value	Count	Frequency (%)
0.3	42	0.1%
0.35	3	< 0.1%
0.4	8	< 0.1%
0.45	4	< 0.1%
0.5	11	< 0.1%
0.55	3	< 0.1%
0.6	17	< 0.1%
0.65	4	< 0.1%
0.7	10	< 0.1%
0.75	3	< 0.1%

Value	Count	Frequency (%)
275.3	1	< 0.1%
119.5	1	< 0.1%
104.6	1	< 0.1%
96.55	1	< 0.1%
66	1	< 0.1%
62.3	1	< 0.1%
57.4	1	< 0.1%
54.7	1	< 0.1%
52.75	1	< 0.1%
49.3	1	< 0.1%

who_glycemic_status
Categorical

Missing

Distinct	4
Distinct (%)	0.4%
Missing	72144
Missing (%)	98.7%
Memory size	571.4 KiB

NGT	721
T2D	120
IGT	112
IFG	28

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2943
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	IGT
2nd row	IFG
3rd row	NGT
4th row	NGT
5th row	NGT

Common Values

Value	Count	Frequency (%)
NGT	721	1.0%
T2D	120	0.2%
IGT	112	0.2%
IFG	28	< 0.1%
(Missing)	72144	98.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ngt	721	73.5%
t2d	120	12.2%
igt	112	11.4%
ifg	28	2.9%

Most occurring characters

Value	Count	Frequency (%)
T	953	32.4%
G	861	29.3%
N	721	24.5%
I	140	4.8%
2	120	4.1%
D	120	4.1%
F	28	1.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2823	95.9%
Decimal Number	120	4.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
T	953	33.8%
G	861	30.5%
N	721	25.5%
I	140	5.0%
D	120	4.3%
F	28	1.0%

Decimal Number

Value	Count	Frequency (%)
2	120	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2823	95.9%
Common	120	4.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
T	953	33.8%
G	861	30.5%
N	721	25.5%
I	140	5.0%
D	120	4.3%
F	28	1.0%

Common

Value	Count	Frequency (%)
2	120	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2943	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	953	32.4%
G	861	29.3%
N	721	24.5%
I	140	4.8%
2	120	4.1%
D	120	4.1%
F	28	1.0%

hip_circumference
Real number (ℝ)

Missing

Distinct	207
Distinct (%)	13.2%
Missing	71558
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	394.28448

Minimum	0.1
Maximum	9850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.87
Q1	1.02
median	1.18
Q3	990
95-th percentile	1230
Maximum	9850
Range	9849.9
Interquartile range (IQR)	988.98

Descriptive statistics

Standard deviation	590.56717
Coefficient of variation (CV)	1.49782
Kurtosis	45.758259
Mean	394.28448
Median Absolute Deviation (MAD)	0.24
Skewness	3.6390363
Sum	617843.78
Variance	348769.59
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.13	30	< 0.1%
1.04	29	< 0.1%
1.08	28	< 0.1%
1.12	27	< 0.1%
1.15	27	< 0.1%
1.01	26	< 0.1%
1.05	26	< 0.1%
1.03	26	< 0.1%
0.99	25	< 0.1%
0.94	25	< 0.1%
Other values (197)	1298	1.8%
(Missing)	71558	97.9%

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.44	1	< 0.1%
0.67	1	< 0.1%
0.75	1	< 0.1%
0.78	2	< 0.1%
0.79	6	< 0.1%
0.8	2	< 0.1%
0.81	2	< 0.1%
0.82	10	< 0.1%
0.83	4	< 0.1%

Value	Count	Frequency (%)
9850	1	< 0.1%
6125	1	< 0.1%
1970	1	< 0.1%
1660	1	< 0.1%
1620	1	< 0.1%
1600	1	< 0.1%
1580	1	< 0.1%
1550	1	< 0.1%
1510	1	< 0.1%
1495	1	< 0.1%

waist_hip_ratio
Real number (ℝ)

Missing Skewed

Distinct	1012
Distinct (%)	64.6%
Missing	71558
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.87730209

Minimum	0.0047346939
Maximum	8.6320755
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0.0047346939
5-th percentile	0.72727273
Q1	0.80220446
median	0.86440678
Q3	0.93159537
95-th percentile	1.0245902
Maximum	8.6320755
Range	8.6273408
Interquartile range (IQR)	0.12939091

Descriptive statistics

Standard deviation	0.29619376
Coefficient of variation (CV)	0.3376189
Kurtosis	594.70343
Mean	0.87730209
Median Absolute Deviation (MAD)	0.06440678
Skewness	22.782214
Sum	1374.7324
Variance	0.087730745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	21	< 0.1%
0.82	20	< 0.1%
0.78	19	< 0.1%
0.75	16	< 0.1%
0.8	15	< 0.1%
0.83	15	< 0.1%
0.84	14	< 0.1%
0.81	14	< 0.1%
0.77	14	< 0.1%
0.79	14	< 0.1%
Other values (1002)	1405	1.9%
(Missing)	71558	97.9%

Value	Count	Frequency (%)
0.004734693878	1	< 0.1%
0.081	1	< 0.1%
0.08372093023	1	< 0.1%
0.08629441624	1	< 0.1%
0.4010152284	1	< 0.1%
0.578313253	1	< 0.1%
0.62	1	< 0.1%
0.6214285714	1	< 0.1%
0.6382978723	1	< 0.1%
0.6448598131	1	< 0.1%

Value	Count	Frequency (%)
8.632075472	1	< 0.1%
8.6	1	< 0.1%
1.886363636	1	< 0.1%
1.359223301	1	< 0.1%
1.328358209	1	< 0.1%
1.259956549	1	< 0.1%
1.24	1	< 0.1%
1.214876033	1	< 0.1%
1.184466019	1	< 0.1%
1.172413793	1	< 0.1%

total_fat_mass
Real number (ℝ)

Missing

Distinct	1642
Distinct (%)	95.0%
Missing	71397
Missing (%)	97.6%
Infinite	0
Infinite (%)	0.0%
Mean	11425.884

Minimum	5.55
Maximum	67095.009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	5.55
5-th percentile	10.9705
Q1	25.475
median	46.69
Q3	22562.392
95-th percentile	40933.313
Maximum	67095.009
Range	67089.459
Interquartile range (IQR)	22536.917

Descriptive statistics

Standard deviation	14657.775
Coefficient of variation (CV)	1.282857
Kurtosis	0.021745505
Mean	11425.884
Median Absolute Deviation (MAD)	35.48
Skewness	1.0106201
Sum	19743927
Variance	2.1485038 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.59	3	< 0.1%
36.21	3	< 0.1%
26.93	3	< 0.1%
41.52	3	< 0.1%
19.26	2	< 0.1%
29.66	2	< 0.1%
25.34	2	< 0.1%
34.3	2	< 0.1%
59.6	2	< 0.1%
21.69	2	< 0.1%
Other values (1632)	1704	2.3%
(Missing)	71397	97.6%

Value	Count	Frequency (%)
5.55	1	< 0.1%
6.17	1	< 0.1%
6.38	1	< 0.1%
6.52	1	< 0.1%
6.66	1	< 0.1%
6.75	1	< 0.1%
6.93	1	< 0.1%
7.07	1	< 0.1%
7.14	1	< 0.1%
7.26	1	< 0.1%

Value	Count	Frequency (%)
67095.0094	1	< 0.1%
64562.79946	1	< 0.1%
63752.16307	1	< 0.1%
63324.52263	1	< 0.1%
62653.00668	1	< 0.1%
59187.92777	1	< 0.1%
56883.03756	1	< 0.1%
56013.98792	1	< 0.1%
55383.26908	1	< 0.1%
53716.72431	1	< 0.1%

total_lean_mass
Real number (ℝ)

Missing

Distinct	1613
Distinct (%)	93.3%
Missing	71397
Missing (%)	97.6%
Infinite	0
Infinite (%)	0.0%
Mean	17265.844

Minimum	25.3
Maximum	58472.474
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	25.3
5-th percentile	38.269
Q1	48.035
median	63.9
Q3	37408.406
95-th percentile	45443.681
Maximum	58472.474
Range	58447.174
Interquartile range (IQR)	37360.371

Descriptive statistics

Standard deviation	19498.627
Coefficient of variation (CV)	1.1293179
Kurtosis	-1.7257821
Mean	17265.844
Median Absolute Deviation (MAD)	25.505
Skewness	0.32946218
Sum	29835379
Variance	3.8019646 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46.83	3	< 0.1%
51.53	3	< 0.1%
48.53	3	< 0.1%
44.33	2	< 0.1%
44.5	2	< 0.1%
44.31	2	< 0.1%
44.27	2	< 0.1%
60.53	2	< 0.1%
59.98	2	< 0.1%
40.41	2	< 0.1%
Other values (1603)	1705	2.3%
(Missing)	71397	97.6%

Value	Count	Frequency (%)
25.3	1	< 0.1%
27.67	1	< 0.1%
28.86	1	< 0.1%
29.38	1	< 0.1%
29.51	1	< 0.1%
29.6	1	< 0.1%
29.82	1	< 0.1%
30.26	1	< 0.1%
30.78	1	< 0.1%
30.91	1	< 0.1%

Value	Count	Frequency (%)
58472.47358	1	< 0.1%
58226.27115	1	< 0.1%
57900.01043	1	< 0.1%
57050.57558	1	< 0.1%
56767.80462	1	< 0.1%
56297.73553	1	< 0.1%
56265.62923	1	< 0.1%
55731.68891	1	< 0.1%
55201.06314	1	< 0.1%
54073.46911	1	< 0.1%

body_fat_percent
Real number (ℝ)

Missing

Distinct	1605
Distinct (%)	92.9%
Missing	71397
Missing (%)	97.6%
Infinite	0
Infinite (%)	0.0%
Mean	36.233223

Minimum	13.331138
Maximum	58.754357
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	13.331138
5-th percentile	18.528863
Q1	28.425
median	37.674659
Q3	44.2225
95-th percentile	50.053404
Maximum	58.754357
Range	45.423219
Interquartile range (IQR)	15.7975

Descriptive statistics

Standard deviation	9.7743928
Coefficient of variation (CV)	0.26976327
Kurtosis	-0.78912739
Mean	36.233223
Median Absolute Deviation (MAD)	7.5603413
Skewness	-0.322624
Sum	62611.01
Variance	95.538754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.44	3	< 0.1%
27.77	3	< 0.1%
37.27	3	< 0.1%
22.88	3	< 0.1%
44.52	3	< 0.1%
39.85	3	< 0.1%
30.01	3	< 0.1%
47.2	3	< 0.1%
44.22	3	< 0.1%
45.19	2	< 0.1%
Other values (1595)	1699	2.3%
(Missing)	71397	97.6%

Value	Count	Frequency (%)
13.33113759	1	< 0.1%
13.37	1	< 0.1%
13.81	1	< 0.1%
13.91	1	< 0.1%
13.96	1	< 0.1%
13.97	1	< 0.1%
13.98	1	< 0.1%
14.14	2	< 0.1%
14.22	2	< 0.1%
14.23	1	< 0.1%

Value	Count	Frequency (%)
58.75435709	1	< 0.1%
58.57336914	1	< 0.1%
57.63360737	1	< 0.1%
57.16531018	1	< 0.1%
56.90381852	1	< 0.1%
56.84288045	1	< 0.1%
56.05780126	1	< 0.1%
55.72	1	< 0.1%
55.37282469	1	< 0.1%
55.216023	1	< 0.1%

android_fat_percent
Real number (ℝ)

Missing

Distinct	491
Distinct (%)	51.5%
Missing	72171
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.9697945

Minimum	3.11
Maximum	13.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	3.11
5-th percentile	5.59
Q1	6.84
median	7.865
Q3	9.0025
95-th percentile	10.68
Maximum	13.87
Range	10.76
Interquartile range (IQR)	2.1625

Descriptive statistics

Standard deviation	1.59414
Coefficient of variation (CV)	0.20002272
Kurtosis	0.06489699
Mean	7.9697945
Median Absolute Deviation (MAD)	1.065
Skewness	0.20798776
Sum	7603.184
Variance	2.5412823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.59	7	< 0.1%
7.01	6	< 0.1%
7.46	6	< 0.1%
7.34	6	< 0.1%
9.1	6	< 0.1%
6.18	5	< 0.1%
8.61	5	< 0.1%
8.53	5	< 0.1%
7.4	5	< 0.1%
6.8	5	< 0.1%
Other values (481)	898	1.2%
(Missing)	72171	98.7%

Value	Count	Frequency (%)
3.11	1	< 0.1%
3.72	1	< 0.1%
3.92	1	< 0.1%
4.01	1	< 0.1%
4.07	1	< 0.1%
4.12	1	< 0.1%
4.21	1	< 0.1%
4.26	1	< 0.1%
4.27	1	< 0.1%
4.38	1	< 0.1%

Value	Count	Frequency (%)
13.87	1	< 0.1%
12.73	1	< 0.1%
12.63	1	< 0.1%
12.61	1	< 0.1%
12.53	1	< 0.1%
12.21	1	< 0.1%
12.2	1	< 0.1%
12.16	1	< 0.1%
12.07	1	< 0.1%
12.01	1	< 0.1%

fat_mass_index
Real number (ℝ)

Missing

Distinct	748
Distinct (%)	78.6%
Missing	72173
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	10.342966

Minimum	1.76
Maximum	28.408739
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	1.76
5-th percentile	2.7355
Q1	5.875
median	9.605
Q3	14.2825
95-th percentile	19.9605
Maximum	28.408739
Range	26.648739
Interquartile range (IQR)	8.4075

Descriptive statistics

Standard deviation	5.3870834
Coefficient of variation (CV)	0.52084512
Kurtosis	-0.50343913
Mean	10.342966
Median Absolute Deviation (MAD)	4.21
Skewness	0.46098568
Sum	9846.5035
Variance	29.020667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.04	4	< 0.1%
13.92	4	< 0.1%
6.72	4	< 0.1%
8.62	4	< 0.1%
11.74	4	< 0.1%
7.53	3	< 0.1%
11.24	3	< 0.1%
12.34	3	< 0.1%
9.46	3	< 0.1%
17.48	3	< 0.1%
Other values (738)	917	1.3%
(Missing)	72173	98.7%

Value	Count	Frequency (%)
1.76	1	< 0.1%
1.91	1	< 0.1%
1.98	1	< 0.1%
2	1	< 0.1%
2.06	1	< 0.1%
2.08	1	< 0.1%
2.09	1	< 0.1%
2.1	1	< 0.1%
2.11	1	< 0.1%
2.13	1	< 0.1%

Value	Count	Frequency (%)
28.40873947	1	< 0.1%
27.34	1	< 0.1%
26.14	1	< 0.1%
26	1	< 0.1%
24.9	1	< 0.1%
24.58	1	< 0.1%
24.47	1	< 0.1%
24.4	1	< 0.1%
24.18	1	< 0.1%
23.89	1	< 0.1%

asmi
Real number (ℝ)

Missing

Distinct	353
Distinct (%)	37.1%
Missing	72173
Missing (%)	98.7%
Infinite	0
Infinite (%)	0.0%
Mean	4.9302429

Minimum	3.02
Maximum	8.69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	3.02
5-th percentile	3.54
Q1	4.25
median	4.91
Q3	5.51
95-th percentile	6.4382654
Maximum	8.69
Range	5.67
Interquartile range (IQR)	1.26

Descriptive statistics

Standard deviation	0.90763709
Coefficient of variation (CV)	0.18409581
Kurtosis	0.029967658
Mean	4.9302429
Median Absolute Deviation (MAD)	0.63
Skewness	0.3624663
Sum	4693.5913
Variance	0.82380508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.51	10	< 0.1%
5.41	8	< 0.1%
4.81	8	< 0.1%
4.23	7	< 0.1%
4.38	7	< 0.1%
4.43	7	< 0.1%
4.79	7	< 0.1%
6.15	7	< 0.1%
4.07	7	< 0.1%
5.82	7	< 0.1%
Other values (343)	877	1.2%
(Missing)	72173	98.7%

Value	Count	Frequency (%)
3.02	1	< 0.1%
3.04	1	< 0.1%
3.05	1	< 0.1%
3.06	1	< 0.1%
3.08	1	< 0.1%
3.11	1	< 0.1%
3.17	3	< 0.1%
3.19	2	< 0.1%
3.22	1	< 0.1%
3.24	1	< 0.1%

Value	Count	Frequency (%)
8.69	1	< 0.1%
8.44	1	< 0.1%
7.97	1	< 0.1%
7.84	1	< 0.1%
7.33	1	< 0.1%
7.31	1	< 0.1%
7.29	1	< 0.1%
7.28	1	< 0.1%
7.23	1	< 0.1%
7.22	1	< 0.1%

grip_strength
Real number (ℝ)

Missing

Distinct	210
Distinct (%)	13.8%
Missing	71603
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	32.310138

Minimum	9.33
Maximum	80.666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	9.33
5-th percentile	20
Q1	26
median	30
Q3	38.5825
95-th percentile	50.653
Maximum	80.666667
Range	71.336667
Interquartile range (IQR)	12.5825

Descriptive statistics

Standard deviation	9.5061599
Coefficient of variation (CV)	0.29421601
Kurtosis	0.29150503
Mean	32.310138
Median Absolute Deviation (MAD)	6
Skewness	0.72255231
Sum	49176.03
Variance	90.367076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	59	0.1%
28	47	0.1%
26	46	0.1%
28.67	41	0.1%
22	34	< 0.1%
20	29	< 0.1%
24	29	< 0.1%
30.67	27	< 0.1%
32	26	< 0.1%
29.33	26	< 0.1%
Other values (200)	1158	1.6%
(Missing)	71603	97.9%

Value	Count	Frequency (%)
9.33	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13.33	2	< 0.1%
13.67	2	< 0.1%
14	1	< 0.1%
15.33	4	< 0.1%
15.67	1	< 0.1%
16	5	< 0.1%
16.67	2	< 0.1%

Value	Count	Frequency (%)
80.66666667	1	< 0.1%
65.67	1	< 0.1%
63.33	2	< 0.1%
62.33	1	< 0.1%
62	1	< 0.1%
59.33	1	< 0.1%
59	1	< 0.1%
58	3	< 0.1%
57.67	2	< 0.1%
57.33	1	< 0.1%

epworth_sleepiness_score
Real number (ℝ)

Missing

Distinct	25
Distinct (%)	2.5%
Missing	72126
Missing (%)	98.6%
Infinite	0
Infinite (%)	0.0%
Mean	5.9379379

Minimum	0
Maximum	24
Zeros	85
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	5
Q3	8
95-th percentile	15
Maximum	24
Range	24
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.6274159
Coefficient of variation (CV)	0.77929678
Kurtosis	1.3293393
Mean	5.9379379
Median Absolute Deviation (MAD)	3
Skewness	1.0960219
Sum	5932
Variance	21.412978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
3	105	0.1%
6	95	0.1%
5	91	0.1%
2	90	0.1%
4	90	0.1%
0	85	0.1%
1	74	0.1%
7	71	0.1%
8	59	0.1%
9	41	0.1%
Other values (15)	198	0.3%
(Missing)	72126	98.6%

Value	Count	Frequency (%)
0	85	0.1%
1	74	0.1%
2	90	0.1%
3	105	0.1%
4	90	0.1%
5	91	0.1%
6	95	0.1%
7	71	0.1%
8	59	0.1%
9	41	0.1%

Value	Count	Frequency (%)
24	5	< 0.1%
23	2	< 0.1%
22	2	< 0.1%
21	3	< 0.1%
20	2	< 0.1%
19	3	< 0.1%
18	3	< 0.1%
17	10	< 0.1%
16	12	< 0.1%
15	17	< 0.1%

ses_score
Real number (ℝ)

Missing

Distinct	26
Distinct (%)	1.6%
Missing	71504
Missing (%)	97.8%
Infinite	0
Infinite (%)	0.0%
Mean	6.6039482

Minimum	0
Maximum	32
Zeros	55
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	9
95-th percentile	12
Maximum	32
Range	32
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.7904798
Coefficient of variation (CV)	0.57397177
Kurtosis	3.2668918
Mean	6.6039482
Median Absolute Deviation (MAD)	3
Skewness	0.8307773
Sum	10705
Variance	14.367737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
8	233	0.3%
6	167	0.2%
4	162	0.2%
2	161	0.2%
7	157	0.2%
9	126	0.2%
10	126	0.2%
11	103	0.1%
5	86	0.1%
1	70	0.1%
Other values (16)	230	0.3%
(Missing)	71504	97.8%

Value	Count	Frequency (%)
0	55	0.1%
1	70	0.1%
2	161	0.2%
3	70	0.1%
4	162	0.2%
5	86	0.1%
6	167	0.2%
7	157	0.2%
8	233	0.3%
9	126	0.2%

Value	Count	Frequency (%)
32	1	< 0.1%
31	1	< 0.1%
27	2	< 0.1%
25	1	< 0.1%
22	1	< 0.1%
20	2	< 0.1%
19	3	< 0.1%
18	8	< 0.1%
17	1	< 0.1%
16	7	< 0.1%

asset_index
Real number (ℝ)

Missing

Distinct	13
Distinct (%)	1.3%
Missing	72113
Missing (%)	98.6%
Infinite	0
Infinite (%)	0.0%
Mean	8.7183794

Minimum	0
Maximum	12
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	7
median	9
Q3	10.25
95-th percentile	12
Maximum	12
Range	12
Interquartile range (IQR)	3.25

Descriptive statistics

Standard deviation	2.2623959
Coefficient of variation (CV)	0.2594973
Kurtosis	1.0702233
Mean	8.7183794
Median Absolute Deviation (MAD)	2
Skewness	-0.90433973
Sum	8823
Variance	5.1184354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
11	185	0.3%
9	183	0.3%
10	167	0.2%
8	132	0.2%
7	126	0.2%
12	68	0.1%
6	60	0.1%
5	46	0.1%
4	24	< 0.1%
0	8	< 0.1%
Other values (3)	13	< 0.1%
(Missing)	72113	98.6%

Value	Count	Frequency (%)
0	8	< 0.1%
1	2	< 0.1%
2	4	< 0.1%
3	7	< 0.1%
4	24	< 0.1%
5	46	0.1%
6	60	0.1%
7	126	0.2%
8	132	0.2%
9	183	0.3%

Value	Count	Frequency (%)
12	68	0.1%
11	185	0.3%
10	167	0.2%
9	183	0.3%
8	132	0.2%
7	126	0.2%
6	60	0.1%
5	46	0.1%
4	24	< 0.1%
3	7	< 0.1%

vitamin_d
Real number (ℝ)

Missing

Distinct	226
Distinct (%)	52.2%
Missing	72692
Missing (%)	99.4%
Infinite	0
Infinite (%)	0.0%
Mean	61.607085

Minimum	16.5336
Maximum	124.251
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	571.4 KiB

Quantile statistics

Minimum	16.5336
5-th percentile	31.4736
Q1	49.302
median	60.756
Q3	73.455
95-th percentile	92.6778
Maximum	124.251
Range	107.7174
Interquartile range (IQR)	24.153

Descriptive statistics

Standard deviation	18.448214
Coefficient of variation (CV)	0.29944955
Kurtosis	0.25491921
Mean	61.607085
Median Absolute Deviation (MAD)	12.201
Skewness	0.28409966
Sum	26675.868
Variance	340.33659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.033	7	< 0.1%
43.326	7	< 0.1%
57.519	6	< 0.1%
46.314	6	< 0.1%
56.274	5	< 0.1%
56.523	5	< 0.1%
61.254	5	< 0.1%
43.824	5	< 0.1%
53.286	5	< 0.1%
53.037	5	< 0.1%
Other values (216)	377	0.5%
(Missing)	72692	99.4%

Value	Count	Frequency (%)
16.5336	1	< 0.1%
19.0236	1	< 0.1%
20.8164	1	< 0.1%
21.0156	1	< 0.1%
22.5594	1	< 0.1%
23.2566	1	< 0.1%
23.8791	1	< 0.1%
24.7257	1	< 0.1%
25.398	2	< 0.1%
25.896	1	< 0.1%

Value	Count	Frequency (%)
124.251	1	< 0.1%
120.516	1	< 0.1%
115.785	2	< 0.1%
114.042	1	< 0.1%
112.548	1	< 0.1%
104.082	1	< 0.1%
101.094	1	< 0.1%
100.596	1	< 0.1%
100.098	1	< 0.1%
99.102	1	< 0.1%

Missing values

A simple visualization of nullity by column.

Sample

	study_source	patient_id	visit_date	year	month	season	latitude	longitude	city	age_years	sex	race	hiv_status	hiv_positive	on_art	virally_suppressed	cd4_count	viral_load	log10_viral_load	viral_load_wrhi003_category	hemoglobin	hematocrit	rbc_count	wbc_count	platelet_count	mcv	mch	mchc	rdw	neutrophils_pct	lymphocytes_pct	monocytes_pct	eosinophils_pct	basophils_pct	fasting_glucose	log10_fasting_glucose	total_cholesterol	hdl_cholesterol	ldl_cholesterol	triglycerides	creatinine	creatinine_clearance	bun	alt	ast	alp	total_bilirubin	albumin	total_protein	sodium	potassium	calcium	systolic_bp	diastolic_bp	heart_rate	temperature	respiratory_rate	oxygen_saturation	height_m	weight_kg	bmi	waist_circumference	temp_mean_c	temp_max_c	temp_min_c	temp_range_c	temp_lag1d	temp_lag3d	temp_lag7d	temp_lag14d	temp_lag21d	temp_lag30d	temp_variability_7d	temp_variability_30d	apparent_temp	temp_anomaly	heat_wave_day	heat_stress_category	fasting_insulin	hba1c	hs_crp	who_glycemic_status	hip_circumference	waist_hip_ratio	total_fat_mass	total_lean_mass	body_fat_percent	android_fat_percent	fat_mass_index	asmi	grip_strength	epworth_sleepiness_score	ses_score	asset_index	vitamin_d
0	JHB_ACTG_015	1110060	2005-11-03	NaN	NaN	NaN	-26.2041	27.9394	Johannesburg	NaN	Female	NaN	Positive	1.0	1.0	NaN	36.0	15400.0	NaN	NaN	10.3	32.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	39.0	55.0	NaN	5.0	NaN	NaN	137.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	JHB_ACTG_015	1110060	2005-11-03	NaN	NaN	NaN	-26.2041	27.9394	Johannesburg	NaN	Female	NaN	Positive	1.0	1.0	NaN	35.0	15400.0	NaN	NaN	10.3	32.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	39.0	55.0	NaN	5.0	NaN	NaN	137.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	JHB_ACTG_015	1110060	2005-11-11	NaN	NaN	NaN	-26.2041	27.9394	Johannesburg	NaN	Female	NaN	Positive	1.0	1.0	NaN	36.0	405000.0	NaN	NaN	10.3	32.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	39.0	55.0	NaN	5.0	NaN	NaN	137.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	JHB_ACTG_015	1110060	2005-11-11	NaN	NaN	NaN	-26.2041	27.9394	Johannesburg	NaN	Female	NaN	Positive	1.0	1.0	NaN	35.0	405000.0	NaN	NaN	10.3	32.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	39.0	55.0	NaN	5.0	NaN	NaN	137.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	JHB_ACTG_015	1110060	2005-12-08	NaN	NaN	NaN	-26.2041	27.9394	Johannesburg	NaN	Female	NaN	Positive	1.0	1.0	NaN	NaN	1020.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	study_source	patient_id	visit_date	year	month	season	latitude	longitude	city	age_years	sex	race	hiv_status	hiv_positive	on_art	virally_suppressed	cd4_count	viral_load	viral_load_undetectable	log10_viral_load	viral_load_wrhi003_category	hemoglobin	hematocrit	rbc_count	wbc_count	platelet_count	mcv	mch	mchc	rdw	neutrophils_pct	lymphocytes_pct	monocytes_pct	eosinophils_pct	basophils_pct	fasting_glucose	log10_fasting_glucose	total_cholesterol	hdl_cholesterol	ldl_cholesterol	triglycerides	creatinine	creatinine_clearance	bun	alt	ast	alp	total_bilirubin	albumin	total_protein	sodium	potassium	calcium	systolic_bp	diastolic_bp	heart_rate	temperature	respiratory_rate	oxygen_saturation	height_m	weight_kg	bmi	waist_circumference	temp_mean_c	temp_max_c	temp_min_c	temp_range_c	temp_lag1d	temp_lag3d	temp_lag7d	temp_lag14d	temp_lag21d	temp_lag30d	temp_variability_7d	temp_variability_30d	apparent_temp	temp_anomaly	heat_wave_day	heat_stress_category	fasting_insulin	hba1c	hs_crp	who_glycemic_status	hip_circumference	waist_hip_ratio	total_fat_mass	total_lean_mass	body_fat_percent	android_fat_percent	fat_mass_index	asmi	grip_strength	epworth_sleepiness_score	ses_score	asset_index	vitamin_d
73120	JHB_WRHI_003	99	2017-01-05	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	38.0	Female	Black	Positive	1.0	1.0	NaN	NaN	0.0	1.0	NaN	NaN	14.4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	60.0	107.0	NaN	39.0	27.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	124.0	81.0	70.0	NaN	NaN	NaN	NaN	58.8	22.131055	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
73121	JHB_WRHI_003	99	2017-03-23	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	38.0	Female	Black	Positive	1.0	1.0	NaN	NaN	0.0	1.0	NaN	NaN	14.6	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4.10	1.10	2.95	NaN	64.0	103.0	NaN	33.0	25.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	121.0	80.0	80.0	NaN	NaN	NaN	NaN	58.8	22.131055	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
73122	JHB_WRHI_003	99	2017-06-15	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	38.0	Female	Black	Positive	1.0	1.0	NaN	NaN	0.0	1.0	NaN	NaN	15.7	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	123.0	82.0	72.0	NaN	NaN	NaN	NaN	58.8	22.131055	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
73123	JHB_WRHI_003	99	2017-09-05	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	38.0	Female	Black	Positive	1.0	1.0	NaN	766.0	0.0	1.0	NaN	NaN	15.2	NaN	NaN	NaN	NaN	91.0	31.8	34.9	13.4	NaN	NaN	NaN	NaN	NaN	4.5	NaN	4.85	1.17	3.36	NaN	62.0	109.0	NaN	42.0	29.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	117.0	88.0	64.0	NaN	NaN	NaN	NaN	58.8	22.131055	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
73124	JHB_WRHI_003	99	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	38.0	Female	Black	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	4.3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	58.8	22.131055	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Duplicate rows

Most frequently occurring

	study_source	patient_id	visit_date	year	month	season	latitude	longitude	city	age_years	sex	race	hiv_status	hiv_positive	on_art	cd4_count	viral_load	viral_load_undetectable	log10_viral_load	hemoglobin	hematocrit	mcv	mch	mchc	rdw	fasting_glucose	total_cholesterol	hdl_cholesterol	ldl_cholesterol	triglycerides	creatinine	creatinine_clearance	alt	ast	total_bilirubin	albumin	sodium	potassium	systolic_bp	diastolic_bp	heart_rate	respiratory_rate	oxygen_saturation	height_m	weight_kg	bmi	waist_circumference	temp_mean_c	temp_max_c	temp_min_c	temp_range_c	temp_lag1d	temp_lag3d	temp_lag7d	temp_lag14d	temp_lag21d	temp_lag30d	temp_variability_7d	temp_variability_30d	apparent_temp	temp_anomaly	heat_wave_day	heat_stress_category	fasting_insulin	hba1c	hs_crp	who_glycemic_status	hip_circumference	waist_hip_ratio	total_fat_mass	total_lean_mass	body_fat_percent	android_fat_percent	fat_mass_index	asmi	grip_strength	epworth_sleepiness_score	ses_score	asset_index	vitamin_d	# duplicates
813	JHB_WRHI_001	20380	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	34.0	Male	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12
681	JHB_WRHI_001	20236	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	25.0	Female	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	11
577	JHB_WRHI_001	20136	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	33.0	Male	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10
707	JHB_WRHI_001	20265	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	41.0	Male	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10
745	JHB_WRHI_001	20317	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	40.0	Male	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10
806	JHB_WRHI_001	20374	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	24.0	Female	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10
845	JHB_WRHI_001	20413	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	19.0	Female	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10
850	JHB_WRHI_001	20418	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	43.0	Male	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	10
579	JHB_WRHI_001	20138	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	33.0	Female	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9
624	JHB_WRHI_001	20177	NaN	NaN	NaN	NaN	-26.2041	28.0473	Johannesburg	20.0	Female	African Heritage	Positive	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Dash Punctuation

Connector Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters